NLU release notes

 

NLU Version 4.0.0

OCR Visual Tables into Pandas DataFrames from PDF/DOC(X)/PPT files, 1000+ new state-of-the-art transformer models for Question Answering (QA) for over 30 languages, up to 700% speedup on GPU, 20 Biomedical models for over 8 languages, 50+ Terminology Code Mappers between RXNORM, NDC, UMLS,ICD10, ICDO, UMLS, SNOMED and MESH, Deidentification in Romanian, various Spark NLP helper methods and much more in 1 line of code with John Snow Labs NLU 4.0.0


NLU 4.0 for OCR Overview

On the OCR side, we now support extracting tables from PDF/DOC(X)/PPT files into structured pandas dataframe, making it easier than ever before to analyze bulks of files visually!

Checkout the OCR Tutorial for extracting Tables from Image/PDF/DOC(X) files Open In Colab to see this in action

These models grab all Table data from the files detected and return a list of Pandas DataFrames,
containing Pandas DataFrame for every table detected

NLU Spell Transformer Class
nlu.load(pdf2table) PdfToTextTable
nlu.load(ppt2table) PptToTextTable
nlu.load(doc2table) DocToTextTable

This is powerd by John Snow Labs Spark OCR Annotataors for PdfToTextTable, DocToTextTable, PptToTextTable


NLU 4.0 Core Overview

  • On the NLU core side we have over 1000+ new state-of-the-art models in over 30 languages for modern extractive transformer-based Question Answering problems powerd by the ALBERT/BERT/DistilBERT/DeBERTa/RoBERTa/Longformer Spark NLP Annotators trained on various SQUAD-like QA datasets for domains like Twitter, Tech, News, Biomedical COVID-19 and in various model subflavors like sci_bert, electra, mini_lm, covid_bert, bio_bert, indo_bert, muril, sapbert, bioformer, link_bert, mac_bert

  • Additionally up to 700% speedup transformer-based Word Embeddings on GPU and up to 97% speedup on CPU for tensorflow operations, support for Apple M1 chips, Pyspark 3.2 and 3.3 support. Ontop of this, we are now supporting Apple M1 based architectures and every Pyspark 3.X version, while deprecating support for Pyspark 2.X.

  • Finally, NLU-Core features various new helper methods for working with Spark NLP and embellishes now the entire universe of Annotators defined by Spark NLP and Spark NLP for healthcare.


NLU 4.0 for Healthcare Overview

  • On the healthcare side NLU features 20 Biomedical models for over 8 languages (English, French, Italian, Portuguese, Romanian, Catalan and Galician) detect entities like HUMAN and SPECIES based on LivingNER corpus

  • Romanian models for Deidentification and extracting Medical entities like MeasurementsFormSymptomRouteProcedureDisease_Syndrome_DisorderScoreDrug_IngredientPulseFrequencyDateBody_PartDrug_Brand_NameTimeDirectionDosageMedical_DeviceImaging_TechniqueTestImaging_FindingsImaging_TestTest_ResultWeightClinical_Dept and Units with SPELL and SPELL respectively

  • English NER models for parsing entities in Clinical Trial Abstracts like Age, AllocationRatio, Author, BioAndMedicalUnit, CTAnalysisApproach, CTDesign, Confidence, Country, DisorderOrSyndrome, DoseValue, Drug, DrugTime, Duration, Journal, NumberPatients, PMID, PValue, PercentagePatients, PublicationYear, TimePoint, Value using en.med_ner.clinical_trials_abstracts.pipe and also Pathogen NER models for PathogenMedicalConditionMedicine with en.med_ner.pathogen and GENE_PROTEIN with en.med_ner.biomedical_bc2gm.pipeline

  •  First Public Health Model for Emotional Stress classification It is a PHS-BERT-based model and trained with the Dreaddit dataset using en.classify.stress

  • 50 + new Entity Mappers for problems like :

    • Extract section headers in scientific articles and normalize them with en.map_entity.section_headers_normalized
    • Map medical abbreviates to their definitions with en.map_entity.abbreviation_to_definition
    • Map drugs to action and treatments with en.map_entity.drug_to_action_treatment
    • Map drug brand to their National Drug Code (NDC) with en.map_entity.drug_brand_to_ndc
    • Convert between terminologies using en.<START_TERMINOLOGY>_to_<TARGET_TERMINOLOGY>
      • This works for the terminologies rxnorm, ndc, umls, icd10cm, icdo, umls, snomed, mesh
        • snomed_to_icdo
        • snomed_to_icd10cm
        • rxnorm_to_umls
    • powerd by Spark NLP for Healthcares ChunkMapper Annotator

Extract Tables from PDF files as Pandas DataFrames

Sample PDF: Sample PDF

nlu.load('pdf2table').predict('/path/to/sample.pdf')  

Output of PDF Table OCR :

mpg cyl disp hp drat wt qsec vs am gear
21 6 160 110 3.9 2.62 16.46 0 1 4
21 6 160 110 3.9 2.875 17.02 0 1 4
22.8 4 108 93 3.85 2.32 18.61 1 1 4
21.4 6 258 110 3.08 3.215 19.44 1 0 3
18.7 8 360 175 3.15 3.44 17.02 0 0 3
13.3 8 350 245 3.73 3.84 15.41 0 0 3
19.2 8 400 175 3.08 3.845 17.05 0 0 3
27.3 4 79 66 4.08 1.935 18.9 1 1 4
26 4 120.3 91 4.43 2.14 16.7 0 1 5
30.4 4 95.1 113 3.77 1.513 16.9 1 1 5
15.8 8 351 264 4.22 3.17 14.5 0 1 5
19.7 6 145 175 3.62 2.77 15.5 0 1 5
15 8 301 335 3.54 3.57 14.6 0 1 5
21.4 4 121 109 4.11 2.78 18.6 1 1 4

Extract Tables from DOC/DOCX files as Pandas DataFrames

Sample DOCX: Sample DOCX

nlu.load('doc2table').predict('/path/to/sample.docx')  

Output of DOCX Table OCR :

Screen Reader Responses Share
JAWS 853 49%
NVDA 238 14%
Window-Eyes 214 12%
System Access 181 10%
VoiceOver 159 9%

Extract Tables from PPT files as Pandas DataFrame

Sample PPT with two tables: Sample PPT with two tables

nlu.load('ppt2table').predict('/path/to/sample.docx')  

Output of PPT Table OCR :

Sepal.Length Sepal.Width Petal.Length Petal.Width Species
5.1 3.5 1.4 0.2 setosa
4.9 3 1.4 0.2 setosa
4.7 3.2 1.3 0.2 setosa
4.6 3.1 1.5 0.2 setosa
5 3.6 1.4 0.2 setosa
5.4 3.9 1.7 0.4 setosa

and

Sepal.Length Sepal.Width Petal.Length Petal.Width Species
6.7 3.3 5.7 2.5 virginica
6.7 3 5.2 2.3 virginica
6.3 2.5 5 1.9 virginica
6.5 3 5.2 2 virginica
6.2 3.4 5.4 2.3 virginica
5.9 3 5.1 1.8 virginica

Span Classifiers for question answering

Albert, Bert, DeBerta, DistilBert, LongFormer, RoBerta, XlmRoBerta based Transformer Architectures are now avaiable for question answering with almost 1000 models avaiable for 35 unique languages powerd by their corrosponding Spark NLP XXXForQuestionAnswering Annotator Classes and in various tuning and dataset flavours.

<lang>.answer_question.<domain>.<datasets>.<annotator_class><tune info>.by_<username> If multiple datasets or tune parameters are defined , they are connected with a _ .

These substrings define up the <domain> part of the NLU reference

These substrings define up the <dataset> part of the NLU reference

These substrings define up the <dataset> part of the NLU reference

These substrings define the <annotator_class> substring, if it does not map to a sparknlp annotator

These substrings define the <tune_info> substring, if it does not map to a sparknlp annotator

  • Train tweaks : multilingual,mini_lm,xtremedistiled,distilled,xtreme,augmented,zero_shot
  • Size tweaks xl, xxl, large, base, medium, base, small, tiny, cased, uncased
  • Dimension tweaks : 1024d,768d,512d,256d,128d,64d,32d

QA DataFormat

You need to use one of the Data formats below to pass context and question correctly to the model.


# use ||| to seperate question||context
data = 'What is my name?|||My name is Clara and I live in Berkeley'

# pass a tuple (question,context)
data = ('What is my name?','My name is Clara and I live in Berkeley')

# use pandas Dataframe, one column = question, one column=context
data = pd.DataFrame({
					 'question': ['What is my name?'],
					 'context': ["My name is Clara and I live in Berkely"]
					 })


# Get your answers with any of above formats 
nlu.load("en.answer_question.squadv2.deberta").predict(data)

returns :

answer answer_confidence context question
Clara 0.994931 My name is Clara and I live in Berkely What is my name?

New NLU helper Methods

You can see all features showcased in the Open In Colab notebook or on the new docs page for Spark NLP utils

nlu.viz(pipe,data)

Visualize input data with an already configured Spark NLP pipeline,
for Algorithms of type (Ner,Assertion, Relation, Resolution, Dependency)
using Spark NLP Display
Automatically infers applicable viz type and output columns to use for visualization.
Example:

# works with Pipeline, LightPipeline, PipelineModel,PretrainedPipeline List[Annotator]
ade_pipeline = PretrainedPipeline('explain_clinical_doc_ade', 'en', 'clinical/models')

text = """I have an allergic reaction to vancomycin.
My skin has be itchy, sore throat/burning/itchy, and numbness in tongue and gums.
I would not recommend this drug to anyone, especially since I have never had such an adverse reaction to any other medication."""

nlu.viz(ade_pipeline, text)

returns:

If a pipeline has multiple models candidates that can be used for a viz,
the first Annotator that is vizzable will be used to create viz.
You can specify which type of viz to create with the viz_type parameter

Output columns to use for the viz are automatically deducted from the pipeline, by using the first annotator that provides the correct output type for a specific viz.
You can specify which columns to use for a viz by using the
corresponding ner_col, pos_col, dep_untyped_col, dep_typed_col, resolution_col, relation_col, assertion_col, parameters.

nlu.autocomplete_pipeline(pipe)

Auto-Complete a pipeline or single annotator into a runnable pipeline by harnessing NLU’s DAG Autocompletion algorithm and returns it as NLU pipeline. The standard Spark pipeline is avaiable on the .vanilla_transformer_pipe attribute of the returned nlu pipe

Every Annotator and Pipeline of Annotators defines a DAG of tasks, with various dependencies that must be satisfied in topoligical order. NLU enables the completion of an incomplete DAG by finding or creating a path between the very first input node which is almost always is DocumentAssembler/MultiDocumentAssembler and the very last node(s), which is given by the topoligical sorting the iterable annotators parameter. Paths are created by resolving input features of annotators to the corrrosponding providers with matching storage references.

Example:

# Lets autocomplete the pipeline for a RelationExtractionModel, which as many input columns and sub-dependencies.
from sparknlp_jsl.annotator import RelationExtractionModel
re_model = RelationExtractionModel().pretrained("re_ade_clinical", "en", 'clinical/models').setOutputCol('relation')

text = """I have an allergic reaction to vancomycin.
My skin has be itchy, sore throat/burning/itchy, and numbness in tongue and gums.
I would not recommend this drug to anyone, especially since I have never had such an adverse reaction to any other medication."""

nlu_pipe = nlu.autocomplete_pipeline(re_model)
nlu_pipe.predict(text)

returns :

relation relation_confidence relation_entity1 relation_entity2 relation_entity2_class
1 1 allergic reaction vancomycin Drug_Ingredient
1 1 skin itchy Symptom
1 0.99998 skin sore throat/burning/itchy Symptom
1 0.956225 skin numbness Symptom
1 0.999092 skin tongue External_body_part_or_region
0 0.942927 skin gums External_body_part_or_region
1 0.806327 itchy sore throat/burning/itchy Symptom
1 0.526163 itchy numbness Symptom
1 0.999947 itchy tongue External_body_part_or_region
0 0.994618 itchy gums External_body_part_or_region
0 0.994162 sore throat/burning/itchy numbness Symptom
1 0.989304 sore throat/burning/itchy tongue External_body_part_or_region
0 0.999969 sore throat/burning/itchy gums External_body_part_or_region
1 1 numbness tongue External_body_part_or_region
1 1 numbness gums External_body_part_or_region
1 1 tongue gums External_body_part_or_region

nlu.to_pretty_df(pipe,data)

Annotates a Pandas Dataframe/Pandas Series/Numpy Array/Spark DataFrame/Python List strings /Python String
with given Spark NLP pipeline, which is assumed to be complete and runnable and returns it in a pythonic pandas dataframe format.

Example:

# works with Pipeline, LightPipeline, PipelineModel,PretrainedPipeline List[Annotator]
ade_pipeline = PretrainedPipeline('explain_clinical_doc_ade', 'en', 'clinical/models')

text = """I have an allergic reaction to vancomycin.
My skin has be itchy, sore throat/burning/itchy, and numbness in tongue and gums.
I would not recommend this drug to anyone, especially since I have never had such an adverse reaction to any other medication."""

# output is same as nlu.autocomplete_pipeline(re_model).nlu_pipe.predict(text)
nlu.to_pretty_df(ade_pipeline,text)

returns :

assertion asserted_entitiy entitiy_class assertion_confidence
present allergic reaction ADE 0.998
present itchy ADE 0.8414
present sore throat/burning/itchy ADE 0.9019
present numbness in tongue and gums ADE 0.9991

Annotators are grouped internally by NLU into output levels token,sentence, document,chunk and relation Same level annotators output columns are zipped and exploded together to create the final output df. Additionally, most keys from the metadata dictionary in the result annotations will be collected and expanded into their own columns in the resulting Dataframe, with special handling for Annotators that encode multiple metadata fields inside of one, seperated by strings like ||| or :::. Some columns are omitted from metadata to reduce total amount of output columns, these can be re-enabled by setting metadata=True

For a given pipeline output level is automatically set to the last anntators output level by default. This can be changed by defining to_preddty_df(pipe,text,output_level='my_level' for levels token,sentence, document,chunk and relation .

nlu.to_nlu_pipe(pipe)

Convert a pipeline or list of annotators into a NLU pipeline making .predict() and .viz() avaiable for every Spark NLP pipeline. Assumes the pipeline is already runnable.

# works with Pipeline, LightPipeline, PipelineModel,PretrainedPipeline List[Annotator]
ade_pipeline = PretrainedPipeline('explain_clinical_doc_ade', 'en', 'clinical/models')

text = """I have an allergic reaction to vancomycin.
My skin has be itchy, sore throat/burning/itchy, and numbness in tongue and gums.
I would not recommend this drug to anyone, especially since I have never had such an adverse reaction to any other medication."""

nlu_pipe = nlu.to_nlu_pipe(ade_pipeline)

# Same output as nlu.to_pretty_df(pipe,text) 
nlu_pipe.predict(text)

# same output as nlu.viz(pipe,text)
nlu_pipe.viz(text)

# Acces auto-completed Spark NLP big data pipeline,
nlu_pipe.vanilla_transformer_pipe.transform(spark_df)

returns :

assertion asserted_entitiy entitiy_class assertion_confidence
present allergic reaction ADE 0.998
present itchy ADE 0.8414
present sore throat/burning/itchy ADE 0.9019
present numbness in tongue and gums ADE 0.9991

and


NLU captures every Annotator of Spark NLP and Spark NLP for healthcare

The entire universe of Annotators in Spark NLP and Spark-NLP for healthcare is now embellished by NLU Components by using generalizable annotation extractors methods and configs internally to support enable the new NLU util methods. The following annotator classes are newly captured:

  • AssertionFilterer
  • ChunkConverter
  • ChunkKeyPhraseExtraction
  • ChunkSentenceSplitter
  • ChunkFiltererApproach
  • ChunkFilterer
  • ChunkMapperApproach
  • ChunkMapperFilterer
  • DocumentLogRegClassifierApproach
  • DocumentLogRegClassifierModel
  • ContextualParserApproach
  • ReIdentification
  • NerDisambiguator
  • NerDisambiguatorModel
  • AverageEmbeddings
  • EntityChunkEmbeddings
  • ChunkMergeApproach
  • ChunkMergeApproach
  • IOBTagger
  • NerChunker
  • NerConverterInternalModel
  • DateNormalizer
  • PosologyREModel
  • RENerChunksFilter
  • ResolverMerger
  • AnnotationMerger
  • Router
  • Word2VecApproach
  • WordEmbeddings
  • EntityRulerApproach
  • EntityRulerModel
  • TextMatcherModel
  • BigTextMatcher
  • BigTextMatcherModel
  • DateMatcher
  • MultiDateMatcher
  • RegexMatcher
  • TextMatcher
  • NerApproach
  • NerCrfApproach
  • NerOverwriter
  • DependencyParserApproach
  • TypedDependencyParserApproach
  • SentenceDetectorDLApproach
  • SentimentDetector
  • ViveknSentimentApproach
  • ContextSpellCheckerApproach
  • NorvigSweetingApproach
  • SymmetricDeleteApproach
  • ChunkTokenizer
  • ChunkTokenizerModel
  • RecursiveTokenizer
  • RecursiveTokenizerModel
  • Token2Chunk
  • WordSegmenterApproach
  • GraphExtraction
  • Lemmatizer
  • Normalizer

All NLU 4.0 for Healthcare Models

Some examples:

en.rxnorm.umls.mapping

Code:

nlu.load('en.rxnorm.umls.mapping').predict('1161611 315677')

mapped_entity_umls_code_origin_entity mapped_entity_umls_code
1161611 C3215948
315677 C0984912
en.ner.clinical_trials_abstracts

Code:

nlu.load('en.ner.clinical_trials_abstracts').predict('A one-year, randomised, multicentre trial comparing insulin glargine with NPH insulin in combination with oral agents in patients with type 2 diabetes.')

Results:

  entities_clinical_trials_abstracts entities_clinical_trials_abstracts_class entities_clinical_trials_abstracts_confidence
0 randomised CTDesign 0.9996
0 multicentre CTDesign 0.9998
0 insulin glargine Drug 0.99135
0 NPH insulin Drug 0.96875
0 type 2 diabetes DisorderOrSyndrome 0.999933

Code:

nlu.load('en.ner.clinical_trials_abstracts').viz('A one-year, randomised, multicentre trial comparing insulin glargine with NPH insulin in combination with oral agents in patients with type 2 diabetes.')

Results:

en.med_ner.pathogen

Code:

nlu.load('en.med_ner.pathogen').predict('Racecadotril is an antisecretory medication and it has better tolerability than loperamide. Diarrhea is the condition of having loose, liquid or watery bowel movements each day. Signs of dehydration often begin with loss of the normal stretchiness of the skin. While it has been speculated that rabies virus, Lyssavirus and Ephemerovirus could be transmitted through aerosols, studies have concluded that this is only feasible in limited conditions.')

Results:

  entities_pathogen entities_pathogen_class entities_pathogen_confidence
0 Racecadotril Medicine 0.9468
0 loperamide Medicine 0.9987
0 Diarrhea MedicalCondition 0.9848
0 dehydration MedicalCondition 0.6307
0 rabies virus Pathogen 0.95685
0 Lyssavirus Pathogen 0.9694
0 Ephemerovirus Pathogen 0.6917

Code:

nlu.load('en.med_ner.pathogen').viz('Racecadotril is an antisecretory medication and it has better tolerability than loperamide. Diarrhea is the condition of having loose, liquid or watery bowel movements each day. Signs of dehydration often begin with loss of the normal stretchiness of the skin. While it has been speculated that rabies virus, Lyssavirus and Ephemerovirus could be transmitted through aerosols, studies have concluded that this is only feasible in limited conditions.')

Results:

es.med_ner.living_species.roberta

Code:

nlu.load('es.med_ner.living_species.roberta').predict('Lactante varón de dos años. Antecedentes familiares sin interés. Antecedentes personales: Embarazo, parto y periodo neonatal normal. En seguimiento por alergia a legumbres, diagnosticado con diez meses por reacción urticarial generalizada con lentejas y garbanzos, con dieta de exclusión a legumbres desde entonces. En ésta visita la madre describe episodios de eritema en zona maxilar derecha con afectación ocular ipsilateral que se resuelve en horas tras la administración de corticoides. Le ha ocurrido en 5-6 ocasiones, en relación con la ingesta de alimentos previamente tolerados. Exploración complementaria: Cacahuete, ac(ige)19.2 Ku.arb/l. Resultados: Ante la sospecha clínica de Síndrome de Frey, se tranquiliza a los padres, explicándoles la naturaleza del cuadro y se cita para revisión anual.')

Results:

  entities_living_species entities_living_species_class entities_living_species_confidence
0 Lactante varón HUMAN 0.93175
0 familiares HUMAN 1
0 personales HUMAN 1
0 neonatal HUMAN 0.9997
0 legumbres SPECIES 0.9962
0 lentejas SPECIES 0.9988
0 garbanzos SPECIES 0.9901
0 legumbres SPECIES 0.9976
0 madre HUMAN 1
0 Cacahuete SPECIES 0.998
0 padres HUMAN 1

Code:

nlu.load('es.med_ner.living_species.roberta').viz('Lactante varón de dos años. Antecedentes familiares sin interés. Antecedentes personales: Embarazo, parto y periodo neonatal normal. En seguimiento por alergia a legumbres, diagnosticado con diez meses por reacción urticarial generalizada con lentejas y garbanzos, con dieta de exclusión a legumbres desde entonces. En ésta visita la madre describe episodios de eritema en zona maxilar derecha con afectación ocular ipsilateral que se resuelve en horas tras la administración de corticoides. Le ha ocurrido en 5-6 ocasiones, en relación con la ingesta de alimentos previamente tolerados. Exploración complementaria: Cacahuete, ac(ige)19.2 Ku.arb/l. Resultados: Ante la sospecha clínica de Síndrome de Frey, se tranquiliza a los padres, explicándoles la naturaleza del cuadro y se cita para revisión anual.')

Results:

All healthcare models added in NLU 4.0 :

Language NLU Reference Spark NLP Reference Task Annotator Class model_id
en en.map_entity.abbreviation_to_definition abbreviation_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.abbreviation_to_definition
en en.map_entity.abbreviation_to_definition abbreviation_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.abbreviation_to_definition
en en.map_entity.drug_to_action_treatment drug_action_treatment_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.drug_to_action_treatment
en en.map_entity.drug_to_action_treatment drug_action_treatment_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.drug_to_action_treatment
en en.map_entity.drug_to_action_treatment drug_action_treatment_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.drug_to_action_treatment
en en.map_entity.drug_brand_to_ndc drug_brandname_ndc_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.drug_brand_to_ndc
en en.map_entity.drug_brand_to_ndc drug_brandname_ndc_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.drug_brand_to_ndc
en en.map_entity.icd10cm_to_snomed icd10cm_snomed_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.icd10cm_to_snomed
en en.map_entity.icd10cm_to_umls icd10cm_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.icd10cm_to_umls
en en.map_entity.icdo_to_snomed icdo_snomed_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.icdo_to_snomed
en en.map_entity.mesh_to_umls mesh_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.mesh_to_umls
en en.map_entity.rxnorm_to_action_treatment rxnorm_action_treatment_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.rxnorm_to_action_treatment
en en.map_entity.rxnorm_to_action_treatment rxnorm_action_treatment_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.rxnorm_to_action_treatment
en en.map_entity.rxnorm_resolver rxnorm_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.rxnorm_resolver
en en.map_entity.rxnorm_resolver rxnorm_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.rxnorm_resolver
en en.map_entity.rxnorm_to_ndc rxnorm_ndc_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.rxnorm_to_ndc
en en.map_entity.rxnorm_to_ndc rxnorm_ndc_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.rxnorm_to_ndc
en en.map_entity.rxnorm_to_ndc rxnorm_ndc_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.rxnorm_to_ndc
en en.map_entity.rxnorm_to_umls rxnorm_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.rxnorm_to_umls
en en.map_entity.rxnorm_to_umls rxnorm_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.rxnorm_to_umls
en en.map_entity.snomed_to_icd10cm snomed_icd10cm_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.snomed_to_icd10cm
en en.map_entity.snomed_to_icdo snomed_icdo_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.snomed_to_icdo
en en.map_entity.snomed_to_umls snomed_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.snomed_to_umls
en en.map_entity.snomed_to_icd10cm snomed_icd10cm_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.snomed_to_icd10cm
en en.map_entity.icd10cm_to_snomed icd10cm_snomed_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.icd10cm_to_snomed
en en.map_entity.snomed_to_icdo snomed_icdo_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.snomed_to_icdo
en en.map_entity.icdo_to_snomed icdo_snomed_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.icdo_to_snomed
en en.map_entity.rxnorm_to_umls rxnorm_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.rxnorm_to_umls
en en.map_entity.rxnorm_to_umls rxnorm_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.rxnorm_to_umls
en en.map_entity.icd10cm_to_umls icd10cm_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.icd10cm_to_umls
en en.map_entity.mesh_to_umls mesh_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.mesh_to_umls
en en.map_entity.snomed_to_umls snomed_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.map_entity.snomed_to_umls
en en.map_entity.section_headers_normalized normalized_section_header_mapper Chunk Mapping PretrainedPipeline Chunk Mappingen.map_entity.section_headers_normalized
en en.map_entity.section_headers_normalized normalized_section_header_mapper Chunk Mapping PretrainedPipeline Chunk Mappingen.map_entity.section_headers_normalized
en en.map_entity.section_headers_normalized normalized_section_header_mapper Chunk Mapping PretrainedPipeline Chunk Mappingen.map_entity.section_headers_normalized
en en.icd10cm_to_snomed icd10cm_snomed_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.icd10cm_to_snomed
en en.icd10cm_to_umls icd10cm_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.icd10cm_to_umls
en en.icdo_to_snomed icdo_snomed_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.icdo_to_snomed
en en.mesh_to_umls mesh_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.mesh_to_umls
en en.rxnorm_to_umls rxnorm_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.rxnorm_to_umls
en en.rxnorm_to_umls rxnorm_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.rxnorm_to_umls
en en.snomed_to_icd10cm snomed_icd10cm_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.snomed_to_icd10cm
en en.snomed_to_icdo snomed_icdo_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.snomed_to_icdo
en en.snomed_to_umls snomed_umls_mapper Chunk Mapping ChunkMapperModel Chunk Mappingen.snomed_to_umls
en en.map_entity.icd10cm_to_snomed.pipe icd10cm_snomed_mapping Pipeline Healthcare PretrainedPipeline Pipeline Healthcareen.map_entity.icd10cm_to_snomed.pipe
en en.map_entity.snomed_to_icd10cm.pipe snomed_icd10cm_mapping Pipeline Healthcare PretrainedPipeline Pipeline Healthcareen.map_entity.snomed_to_icd10cm.pipe
en en.map_entity.snomed_to_icd10cm.pipe snomed_icd10cm_mapping Pipeline Healthcare PretrainedPipeline Pipeline Healthcareen.map_entity.snomed_to_icd10cm.pipe
en en.map_entity.icdo_to_snomed.pipe icdo_snomed_mapping Pipeline Healthcare PretrainedPipeline Pipeline Healthcareen.map_entity.icdo_to_snomed.pipe
en en.map_entity.snomed_to_icdo.pipe snomed_icdo_mapping Pipeline Healthcare PretrainedPipeline Pipeline Healthcareen.map_entity.snomed_to_icdo.pipe
en en.map_entity.rxnorm_to_ndc.pipe rxnorm_ndc_mapping Pipeline Healthcare PretrainedPipeline Pipeline Healthcareen.map_entity.rxnorm_to_ndc.pipe
en en.med_ner.pathogen.pipeline ner_pathogen_pipeline Pipeline Healthcare PretrainedPipeline Pipeline Healthcareen.med_ner.pathogen.pipeline
en en.med_ner.biomedical_bc2gm.pipeline ner_biomedical_bc2gm_pipeline Pipeline Healthcare PretrainedPipeline Pipeline Healthcareen.med_ner.biomedical_bc2gm.pipeline
ro ro.deid.clinical clinical_deidentification Pipeline Healthcare MedicalNerModel Pipeline Healthcarero.deid.clinical
en en.med_ner.clinical_trials_abstracts.pipe ner_clinical_trials_abstracts_pipeline Pipeline Healthcare PretrainedPipeline Pipeline Healthcareen.med_ner.clinical_trials_abstracts.pipe
en en.ner.clinical_trials_abstracts ner_clinical_trials_abstracts Named Entity Recognition MedicalNerModel Named Entity Recognitionen.ner.clinical_trials_abstracts
en en.med_ner.clinical_trials_abstracts bert_token_classifier_ner_clinical_trials_abstracts Named Entity Recognition MedicalBertForTokenClassifier Named Entity Recognitionen.med_ner.clinical_trials_abstracts
en en.med_ner.pathogen ner_pathogen Named Entity Recognition MedicalNerModel Named Entity Recognitionen.med_ner.pathogen
en en.med_ner.living_species.token_bert bert_token_classifier_ner_living_species Named Entity Recognition MedicalBertForTokenClassifier Named Entity Recognitionen.med_ner.living_species.token_bert
en en.med_ner.living_species ner_living_species Named Entity Recognition MedicalNerModel Named Entity Recognitionen.med_ner.living_species
en en.med_ner.living_species.biobert ner_living_species_biobert Named Entity Recognition MedicalNerModel Named Entity Recognitionen.med_ner.living_species.biobert
en en.classify.stress bert_sequence_classifier_stress Text Classification MedicalBertForSequenceClassification Text Classificationen.classify.stress
es es.embed.scielo300d embeddings_scielo_300d Embeddings WordEmbeddingsModel Embeddingses.embed.scielo300d
es es.med_ner.living_species ner_living_species Named Entity Recognition MedicalNerModel Named Entity Recognitiones.med_ner.living_species
es es.med_ner.living_species.bert ner_living_species_bert Named Entity Recognition MedicalNerModel Named Entity Recognitiones.med_ner.living_species.bert
es es.med_ner.living_species.roberta ner_living_species_roberta Named Entity Recognition MedicalNerModel Named Entity Recognitiones.med_ner.living_species.roberta
es es.med_ner.living_species.300 ner_living_species_300 Named Entity Recognition MedicalNerModel Named Entity Recognitiones.med_ner.living_species.300
es es.med_ner.living_species ner_living_species Named Entity Recognition MedicalNerModel Named Entity Recognitiones.med_ner.living_species
fr fr.med_ner.living_species ner_living_species Named Entity Recognition MedicalNerModel Named Entity Recognitionfr.med_ner.living_species
fr fr.med_ner.living_species.bert ner_living_species_bert Named Entity Recognition MedicalNerModel Named Entity Recognitionfr.med_ner.living_species.bert
pt pt.med_ner.living_species.token_bert bert_token_classifier_ner_living_species Named Entity Recognition MedicalBertForTokenClassifier Named Entity Recognitionpt.med_ner.living_species.token_bert
pt pt.med_ner.living_species ner_living_species Named Entity Recognition MedicalNerModel Named Entity Recognitionpt.med_ner.living_species
pt pt.med_ner.living_species.roberta ner_living_species_roberta Named Entity Recognition MedicalNerModel Named Entity Recognitionpt.med_ner.living_species.roberta
pt pt.med_ner.living_species.bert ner_living_species_bert Named Entity Recognition MedicalNerModel Named Entity Recognitionpt.med_ner.living_species.bert
it it.med_ner.living_species ner_living_species Named Entity Recognition MedicalNerModel Named Entity Recognitionit.med_ner.living_species
it it.med_ner.living_species.bert ner_living_species_bert Named Entity Recognition MedicalNerModel Named Entity Recognitionit.med_ner.living_species.bert
it it.med_ner.living_species ner_living_species Named Entity Recognition MedicalNerModel Named Entity Recognitionit.med_ner.living_species
ca ca.med_ner.living_species ner_living_species Named Entity Recognition MedicalNerModel Named Entity Recognitionca.med_ner.living_species
gl gl.med_ner.living_species ner_living_species Named Entity Recognition MedicalNerModel Named Entity Recognitiongl.med_ner.living_species
ro ro.med_ner.living_species.bert ner_living_species_bert Named Entity Recognition MedicalNerModel Named Entity Recognitionro.med_ner.living_species.bert
ro ro.med_ner.clinical ner_clinical Named Entity Recognition MedicalNerModel Named Entity Recognitionro.med_ner.clinical
ro ro.embed.clinical.bert.base_cased ner_clinical_bert Named Entity Recognition MedicalNerModel Named Entity Recognitionro.embed.clinical.bert.base_cased
ro ro.med_ner.deid.subentity ner_deid_subentity Named Entity Recognition MedicalNerModel Named Entity Recognitionro.med_ner.deid.subentity
ro ro.med_ner.deid.subentity.bert ner_deid_subentity_bert Named Entity Recognition MedicalNerModel Named Entity Recognitionro.med_ner.deid.subentity.bert

All NLU 4.0 Core Models

All core models added in NLU 4.0 : Can be found on the NLU website because of Github Limitations

NLU Reference Spark NLP Reference Task Language Name(s) Annotator Class
bn.answer_question.tydiqa.multi_lingual_bert bert_qa_mbert_bengali_tydiqa_qa Question Answering Bengali BertForQuestionAnswering
es.answer_question.squadv2.electra.small electra_qa_biomedtra_small_es_squad2 Question Answering Castilian, Spanish BertForQuestionAnswering
es.answer_question.squad_sqac.bert.base_cased bert_qa_bert_base_spanish_wwm_cased_finetuned_sqac_finetuned_squad Question Answering Castilian, Spanish BertForQuestionAnswering
es.answer_question.squadv2.bert.base_cased.by_MMG bert_qa_bert_base_spanish_wwm_cased_finetuned_squad2_es_MMG Question Answering Castilian, Spanish BertForQuestionAnswering
es.answer_question.squadv2.bert.base_cased.by_mrm8488 bert_qa_bert_base_spanish_wwm_cased_finetuned_spa_squad2_es_mrm8488 Question Answering Castilian, Spanish BertForQuestionAnswering
es.answer_question.squadv2.bert.distilled_base_cased bert_qa_distill_bert_base_spanish_wwm_cased_finetuned_spa_squad2_es_mrm8488 Question Answering Castilian, Spanish BertForQuestionAnswering
es.answer_question.squad.ruperta.base.by_mrm8488 roberta_qa_RuPERTa_base_finetuned_squadv1 Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.squadv2.roberta.base roberta_qa_roberta_base_bne_squad2_hackathon_pln Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.squadv2_sqac.bert.base_cased_spa.by_MMG bert_qa_bert_base_spanish_wwm_cased_finetuned_spa_squad2_es_finetuned_sqac Question Answering Castilian, Spanish BertForQuestionAnswering
es.answer_question.squadv2_bio_medical.roberta.base roberta_qa_roberta_base_biomedical_es_squad2_hackathon_pln Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.squadv2_clinical_bio_medical.roberta.base roberta_qa_roberta_base_biomedical_clinical_es_squad2_hackathon_pln Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.squadv2_sqac.bert.base_cased.by_MMG bert_qa_bert_base_spanish_wwm_cased_finetuned_sqac_finetuned_squad2_es_MMG Question Answering Castilian, Spanish BertForQuestionAnswering
es.answer_question.squadv2_sqac.bert.base_cased_v2.by_MMG bert_qa_bert_base_spanish_wwm_cased_finetuned_squad2_es_finetuned_sqac Question Answering Castilian, Spanish BertForQuestionAnswering
es.answer_question.xlm_roberta.base xlm_roberta_qa_xlm_roberta_base_spanish Question Answering Castilian, Spanish XlmRoBertaForQuestionAnswering
es.answer_question.xlm_roberta.multilingual_large xlm_roberta_qa_xlm_roberta_large_qa_multilingual_finedtuned_ru_ru_AlexKay Question Answering Castilian, Spanish XlmRoBertaForQuestionAnswering
es.answer_question.squad.roberta.large.by_stevemobs roberta_qa_roberta_large_fine_tuned_squad_es_stevemobs Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.squadv2.roberta.base_v2 roberta_qa_RuPERTa_base_finetuned_squadv2 Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.squad.roberta.large.by_jamarju roberta_qa_roberta_large_bne_squad_2.0_es_jamarju Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.sqac.roberta.large.by_BSC-TeMU roberta_qa_BSC_TeMU_roberta_large_bne_sqac Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.squad.roberta.base.by_jamarju roberta_qa_roberta_base_bne_squad_2.0_es_jamarju Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.squad.roberta.base_4096.by_mrm8488 roberta_qa_longformer_base_4096_spanish_finetuned_squad Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.distil_bert.base_uncased distilbert_qa_distillbert_base_spanish_uncased_finetuned_qa_tar Question Answering Castilian, Spanish DistilBertForQuestionAnswering
es.answer_question.mlqa.distil_bert.base_uncased distilbert_qa_distillbert_base_spanish_uncased_finetuned_qa_mlqa Question Answering Castilian, Spanish DistilBertForQuestionAnswering
es.answer_question.sqac.bert.base bert_qa_beto_base_spanish_sqac Question Answering Castilian, Spanish BertForQuestionAnswering
es.answer_question.sqac.distil_bert.base_uncased distilbert_qa_distillbert_base_spanish_uncased_finetuned_qa_sqac Question Answering Castilian, Spanish DistilBertForQuestionAnswering
es.answer_question.sqac.roberta.base.by_BSC-TeMU roberta_qa_BSC_TeMU_roberta_base_bne_sqac Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.sqac.roberta.base.by_IIC roberta_qa_roberta_base_spanish_sqac Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.sqac.bert.base_cased bert_qa_bert_base_spanish_wwm_cased_finetuned_sqac Question Answering Castilian, Spanish BertForQuestionAnswering
es.answer_question.sqac.roberta.base.by_mrm8488 roberta_qa_mrm8488_roberta_base_bne_finetuned_sqac Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.sqac.roberta.base.by_nlp-en-es roberta_qa_nlp_en_es_roberta_base_bne_finetuned_sqac Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.sqac.roberta.large.by_PlanTL-GOB-ES roberta_qa_PlanTL_GOB_ES_roberta_large_bne_sqac Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.sqac.roberta.large.by_nlp-en-es roberta_qa_bertin_large_finetuned_sqac Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.squad.electra.small electra_qa_electricidad_small_finetuned_squadv1 Question Answering Castilian, Spanish BertForQuestionAnswering
es.answer_question.squad.roberta.base.by_IIC roberta_qa_roberta_base_spanish_squades Question Answering Castilian, Spanish RoBertaForQuestionAnswering
es.answer_question.sqac.roberta.base.by_PlanTL-GOB-ES roberta_qa_PlanTL_GOB_ES_roberta_base_bne_sqac Question Answering Castilian, Spanish RoBertaForQuestionAnswering
ch.answer_question.xlm_roberta xlm_roberta_qa_ADDI_CH_XLM_R Question Answering Chamorro XlmRoBertaForQuestionAnswering
da.answer_question.squad.bert bert_qa_danish_bert_botxo_qa_squad Question Answering Danish BertForQuestionAnswering
da.answer_question.squad.xlmr_roberta.base xlm_roberta_qa_xlmr_base_texas_squad_da_da_saattrupdan Question Answering Danish XlmRoBertaForQuestionAnswering
nl.answer_question.squadv2.bert.multilingual_base_cased bert_qa_bert_base_multilingual_cased_finetuned_dutch_squad2 Question Answering Dutch, Flemish BertForQuestionAnswering
en.answer_question.squad.roberta.large.by_csarron roberta_qa_roberta_large_squad_v1 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.large.by_rahulchakwate roberta_qa_roberta_large_finetuned_squad Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.scibert.by_amoux bert_qa_scibert_nli_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.scibert.by_ixa-ehu bert_qa_SciBERT_SQuAD_QuAC Question Answering English BertForQuestionAnswering
en.answer_question.squad.scibert.uncased bert_qa_scibert_scivocab_uncased_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert bert_qa_spanbert_finetuned_squadv1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_1024d_seed_0 bert_qa_spanbert_base_cased_few_shot_k_1024_finetuned_squad_seed_0 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_1024d_seed_10 bert_qa_spanbert_base_cased_few_shot_k_1024_finetuned_squad_seed_10 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_1024d_seed_2 bert_qa_spanbert_base_cased_few_shot_k_1024_finetuned_squad_seed_2 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_1024d_seed_4 bert_qa_spanbert_base_cased_few_shot_k_1024_finetuned_squad_seed_4 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_1024d_seed_8 bert_qa_spanbert_base_cased_few_shot_k_1024_finetuned_squad_seed_8 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_1024d_seed_6 bert_qa_spanbert_base_cased_few_shot_k_1024_finetuned_squad_seed_6 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_128d_seed_10 bert_qa_spanbert_base_cased_few_shot_k_128_finetuned_squad_seed_10 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_128d_seed_4 bert_qa_spanbert_base_cased_few_shot_k_128_finetuned_squad_seed_4 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_128d_seed_6 bert_qa_spanbert_base_cased_few_shot_k_128_finetuned_squad_seed_6 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_128d_seed_8 bert_qa_spanbert_base_cased_few_shot_k_128_finetuned_squad_seed_8 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_256d_seed_10 bert_qa_spanbert_base_cased_few_shot_k_256_finetuned_squad_seed_10 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_32d_seed_0 bert_qa_spanbert_base_cased_few_shot_k_32_finetuned_squad_seed_0 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_32d_seed_10 bert_qa_spanbert_base_cased_few_shot_k_32_finetuned_squad_seed_10 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_32d_seed_2 bert_qa_spanbert_base_cased_few_shot_k_32_finetuned_squad_seed_2 Question Answering English BertForQuestionAnswering
en.answer_question.squad.roberta.distilled_base roberta_qa_distilroberta_base_squad Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_1024d_seed_42 bert_qa_spanbert_base_cased_few_shot_k_1024_finetuned_squad_seed_42 Question Answering English BertForQuestionAnswering
en.answer_question.squad.roberta.distilled roberta_qa_distilroberta_finetuned_squadv1 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_scrambled_sq.by_huxxx657 roberta_qa_roberta_base_finetuned_scrambled_squad_5_new Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.by_sunitha roberta_qa_Roberta_Custom_Squad_DS Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_64d_seed_6 roberta_qa_roberta_base_few_shot_k_64_finetuned_squad_seed_6 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_64d_seed_8 roberta_qa_roberta_base_few_shot_k_64_finetuned_squad_seed_8 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_deletion_10.by_huxxx657 roberta_qa_roberta_base_finetuned_deletion_squad_10 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_deletion_15.by_huxxx657 roberta_qa_roberta_base_finetuned_deletion_squad_15 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_sae.by_jgammack roberta_qa_SAE_roberta_base_squad Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_scrambled_10.by_huxxx657 roberta_qa_roberta_base_finetuned_scrambled_squad_10 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_scrambled_10_new.by_huxxx657 roberta_qa_roberta_base_finetuned_scrambled_squad_10_new Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_scrambled_15.by_huxxx657 roberta_qa_roberta_base_finetuned_scrambled_squad_15 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_scrambled_15_v2.by_huxxx657 roberta_qa_roberta_base_finetuned_scrambled_squad_15_new Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_scrambled_5.by_huxxx657 roberta_qa_roberta_base_finetuned_scrambled_squad_5 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.by_vuiseng9 roberta_qa_roberta_l_squadv1.1 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_32d_seed_6 bert_qa_spanbert_base_cased_few_shot_k_32_finetuned_squad_seed_6 Question Answering English BertForQuestionAnswering
en.answer_question.squad.roberta.base_seed_10 roberta_qa_roberta_base_few_shot_k_16_finetuned_squad_seed_10 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_seed_2 roberta_qa_roberta_base_few_shot_k_16_finetuned_squad_seed_2 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_seed_4 roberta_qa_roberta_base_few_shot_k_16_finetuned_squad_seed_4 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_seed_42 roberta_qa_roberta_base_few_shot_k_16_finetuned_squad_seed_42 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_seed_6 roberta_qa_roberta_base_few_shot_k_16_finetuned_squad_seed_6 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_seed_8 roberta_qa_roberta_base_few_shot_k_16_finetuned_squad_seed_8 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_v1.by_huxxx657 roberta_qa_roberta_base_finetuned_squad_1 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_v2.by_huxxx657 roberta_qa_roberta_base_finetuned_squad_2 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_v3.by_huxxx657 roberta_qa_roberta_base_finetuned_squad_3 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.by_cgou roberta_qa_fin_RoBERTa_v1_finetuned_squad Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_seed_0 roberta_qa_roberta_base_few_shot_k_16_finetuned_squad_seed_0 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_512d_seed_0 bert_qa_spanbert_base_cased_few_shot_k_512_finetuned_squad_seed_0 Question Answering English BertForQuestionAnswering
en.answer_question.squad_battery.bert.cased.by_batterydata bert_qa_batterybert_cased_squad_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_512d_seed_6 bert_qa_spanbert_base_cased_few_shot_k_512_finetuned_squad_seed_6 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.albert.xxl.by_replydotai albert_qa_xxlarge_v1_finetuned_squad2 Question Answering English AlbertForQuestionAnswering
en.answer_question.squadv2.albert.xxl.by_sultan albert_qa_BioM_xxlarge_SQuAD2 Question Answering English AlbertForQuestionAnswering
en.answer_question.squadv2.albert.xxl_512d albert_qa_xxlargev1_squad2_512 Question Answering English AlbertForQuestionAnswering
en.answer_question.squadv2.albert.xxl_v2 albert_qa_xxlarge_v2_squad2 Question Answering English AlbertForQuestionAnswering
en.answer_question.squadv2.bert.base bert_qa_bert_base_finetuned_squad2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.base_cased.by_deepset bert_base_cased_qa_squad2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.base_cased.by_vumichien bert_qa_tf_bert_base_cased_squad2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.base_cased.by_ydshieh bert_qa_ydshieh_bert_base_cased_squad2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.base_uncased.by_Vasanth bert_qa_bert_base_uncased_qa_squad2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.base_uncased.by_deepset bert_qa_deepset_bert_base_uncased_squad2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.base_uncased.by_twmkn9 bert_qa_twmkn9_bert_base_uncased_squad2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.base_uncased_v2 bert_qa_bert_base_uncased_finetuned_squad_v2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.base_v2.by_mrm8488 bert_qa_bert_mini_finetuned_squadv2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.base_v2_5.by_mrm8488 bert_qa_bert_mini_5_finetuned_squadv2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.by_augustoortiz bert_qa_bert_finetuned_squad2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.by_maroo93 bert_qa_squad2.0 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.by_pinecone bert_qa_bert_reader_squad2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.distilled bert_qa_xdistil_l12_h384_squad2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.distilled_medium bert_qa_bert_medium_squad2_distilled Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.large.by_Sindhu bert_qa_muril_large_squad2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.bert.large.by_phiyodr bert_qa_bert_large_finetuned_squad2 Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.albert.xxl.by_elgeish albert_qa_cs224n_squad2.0_xxlarge_v1 Question Answering English AlbertForQuestionAnswering
en.answer_question.squadv2.albert.xl_v2 albert_qa_xlarge_v2_squad_v2 Question Answering English AlbertForQuestionAnswering
en.answer_question.squadv2.albert.large_v2 albert_qa_cs224n_squad2.0_large_v2 Question Answering English AlbertForQuestionAnswering
en.answer_question.squadv2.albert.base_v2.by_vumichien albert_qa_vumichien_base_v2_squad2 Question Answering English AlbertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_512d_seed_8 bert_qa_spanbert_base_cased_few_shot_k_512_finetuned_squad_seed_8 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_64d_seed_0 bert_qa_spanbert_base_cased_few_shot_k_64_finetuned_squad_seed_0 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_64d_seed_10 bert_qa_spanbert_base_cased_few_shot_k_64_finetuned_squad_seed_10 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_64d_seed_2 bert_qa_spanbert_base_cased_few_shot_k_64_finetuned_squad_seed_2 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_64d_seed_4 bert_qa_spanbert_base_cased_few_shot_k_64_finetuned_squad_seed_4 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_64d_seed_6 bert_qa_spanbert_base_cased_few_shot_k_64_finetuned_squad_seed_6 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_seed_42 bert_qa_spanbert_base_cased_few_shot_k_16_finetuned_squad_seed_42 Question Answering English BertForQuestionAnswering
en.answer_question.squad.xlm_roberta.by_jakobwes xlm_roberta_qa_xlm_roberta_squad_v1.1 Question Answering English XlmRoBertaForQuestionAnswering
en.answer_question.squad.xlm_roberta.by_meghana xlm_roberta_qa_hitalmqa_finetuned_squad Question Answering English XlmRoBertaForQuestionAnswering
en.answer_question.squad_battery.bert.base_uncased bert_qa_batterydata_bert_base_uncased_squad_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.span_bert.base_cased_512d_seed_10 bert_qa_spanbert_base_cased_few_shot_k_512_finetuned_squad_seed_10 Question Answering English BertForQuestionAnswering
en.answer_question.squad.roberta.base_64d_seed_4 roberta_qa_roberta_base_few_shot_k_64_finetuned_squad_seed_4 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad_battery.bert.uncased.by_batterydata bert_qa_batterybert_uncased_squad_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad_battery.bert.uncased_only_bert.by_batterydata bert_qa_batteryonlybert_uncased_squad_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad_battery.scibert.cased bert_qa_batteryscibert_cased_squad_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad_battery.scibert.uncased bert_qa_batteryscibert_uncased_squad_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad_ben_tel.bert.by_krinal214 bert_qa_bert_all_squad_ben_tel_context Question Answering English BertForQuestionAnswering
en.answer_question.squad_covid.bert bert_qa_covid_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad_pubmed.biobert bert_qa_biobert_v1.1_pubmed_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad_translated.bert.by_krinal214 bert_qa_bert_all_squad_all_translated Question Answering English BertForQuestionAnswering
en.answer_question.squad_translated.bert.que.by_krinal214 bert_qa_bert_all_squad_que_translated Question Answering English BertForQuestionAnswering
en.answer_question.squadv2.albert.base_v2.by_elgeish albert_qa_cs224n_squad2.0_base_v2 Question Answering English AlbertForQuestionAnswering
en.answer_question.squad_battery.bert.cased_only_bert.by_batterydata bert_qa_batteryonlybert_cased_squad_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.roberta.base_64d_seed_2 roberta_qa_roberta_base_few_shot_k_64_finetuned_squad_seed_2 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_32d_seed_10 roberta_qa_roberta_base_few_shot_k_32_finetuned_squad_seed_10 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_64d_seed_0 roberta_qa_roberta_base_few_shot_k_64_finetuned_squad_seed_0 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased_mtl.by_jgammack distilbert_qa_MTL_base_uncased_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased_sae.by_jgammack distilbert_qa_SAE_base_uncased_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased_v2.by_arvalinno distilbert_qa_base_uncased_finetuned_indosquad_v2 Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased_v2.by_ericRosello distilbert_qa_base_uncased_finetuned_squad_frozen_v2 Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased_v2.by_holtin distilbert_qa_holtin_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased_v2.by_huxxx657 distilbert_qa_base_uncased_finetuned_jumbling_squad_15 Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased_v3.by_anurag0077 distilbert_qa_anurag0077_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.by_AyushPJ distilbert_qa_test_squad_trained_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.by_ZYW distilbert_qa_test_squad_trained Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.by_abhilash1910 distilbert_qa_squadv1 Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.by_rowan1224 distilbert_qa_squad_slp Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.by_sunitha distilbert_qa_AQG_CV_Squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.by_tabo distilbert_qa_checkpoint_500_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.electra electra_qa_squad_slp Question Answering English BertForQuestionAnswering
en.answer_question.squad.electra.base.by_Palak electra_qa_google_base_discriminator_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.electra.base.by_mrm8488 electra_qa_base_finetuned_squadv1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.electra.base.by_usami electra_qa_base_discriminator_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.electra.base.by_valhalla electra_qa_base_discriminator_finetuned_squadv1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.electra.large.by_howey electra_qa_large_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.electra.small.by_Palak electra_qa_google_small_discriminator_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.electra.small.by_bdickson electra_qa_small_discriminator_finetuned_squad_1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased_full.by_holtin distilbert_qa_base_uncased_holtin_finetuned_full_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased_colab.by_Adrian distilbert_qa_base_uncased_finetuned_squad_colab Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_vkrishnamoorthy distilbert_qa_vkrishnamoorthy_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_vkmr distilbert_qa_vkmr_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_gokulkarthik distilbert_qa_gokulkarthik_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_graviraja distilbert_qa_graviraja_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_guhuawuli distilbert_qa_guhuawuli_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_hark99 distilbert_qa_hark99_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_hcy11 distilbert_qa_hcy11_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_hiiii23 distilbert_qa_hiiii23_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_holtin distilbert_qa_base_uncased_holtin_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_huggingfaceepita distilbert_qa_huggingfaceepita_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_huxxx657 distilbert_qa_huxxx657_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_jgammack distilbert_qa_jgammack_base_uncased_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.electra.small.by_hankzhong electra_qa_hankzhong_small_discriminator_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_jhoonk distilbert_qa_jhoonk_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_kaggleodin distilbert_qa_kaggleodin_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_lewtun distilbert_qa_base_uncased_finetuned_squad_v1 Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_machine2049 distilbert_qa_base_uncased_finetuned_squad_ Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_manudotc distilbert_qa_transformers_base_uncased_finetuneQA_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_sunitha distilbert_qa_base_uncased_3feb_2022_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_tli8hf distilbert_qa_unqover_base_uncased_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_tucan9389 distilbert_qa_tucan9389_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_uploaded by huggingface distilbert_qa_base_uncased_distilled_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_usami distilbert_qa_usami_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_vitusya distilbert_qa_vitusya_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.distil_bert.base_uncased.by_jsunster distilbert_qa_jsunster_base_uncased_finetuned_squad Question Answering English DistilBertForQuestionAnswering
en.answer_question.squad.roberta.base_64d_seed_10 roberta_qa_roberta_base_few_shot_k_64_finetuned_squad_seed_10 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.electra.small.by_mrm8488 electra_qa_small_finetuned_squadv1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.ixam_bert.by_MarcBrun bert_qa_ixambert_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.roberta.base_128d_seed_42 roberta_qa_roberta_base_few_shot_k_128_finetuned_squad_seed_42 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_128d_seed_6 roberta_qa_roberta_base_few_shot_k_128_finetuned_squad_seed_6 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_128d_seed_8 roberta_qa_roberta_base_few_shot_k_128_finetuned_squad_seed_8 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_256d_seed_0 roberta_qa_roberta_base_few_shot_k_256_finetuned_squad_seed_0 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_256d_seed_10 roberta_qa_roberta_base_few_shot_k_256_finetuned_squad_seed_10 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_256d_seed_2 roberta_qa_roberta_base_few_shot_k_256_finetuned_squad_seed_2 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_256d_seed_4 roberta_qa_roberta_base_few_shot_k_256_finetuned_squad_seed_4 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_256d_seed_6 roberta_qa_roberta_base_few_shot_k_256_finetuned_squad_seed_6 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_256d_seed_8 roberta_qa_roberta_base_few_shot_k_256_finetuned_squad_seed_8 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_32d_seed_0 roberta_qa_roberta_base_few_shot_k_32_finetuned_squad_seed_0 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squadv2.bert.large_tiny_768d.by_MichelBartels bert_qa_tinybert_6l_768d_squad2_large_teacher_finetuned Question Answering English BertForQuestionAnswering
en.answer_question.squad.roberta.base_32d_seed_2 roberta_qa_roberta_base_few_shot_k_32_finetuned_squad_seed_2 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_32d_seed_4 roberta_qa_roberta_base_few_shot_k_32_finetuned_squad_seed_4 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_32d_seed_6 roberta_qa_roberta_base_few_shot_k_32_finetuned_squad_seed_6 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_32d_seed_8 roberta_qa_roberta_base_few_shot_k_32_finetuned_squad_seed_8 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_512d_seed_0 roberta_qa_roberta_base_few_shot_k_512_finetuned_squad_seed_0 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_512d_seed_10 roberta_qa_roberta_base_few_shot_k_512_finetuned_squad_seed_10 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_512d_seed_2 roberta_qa_roberta_base_few_shot_k_512_finetuned_squad_seed_2 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_512d_seed_4 roberta_qa_roberta_base_few_shot_k_512_finetuned_squad_seed_4 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_512d_seed_6 roberta_qa_roberta_base_few_shot_k_512_finetuned_squad_seed_6 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_512d_seed_8 roberta_qa_roberta_base_few_shot_k_512_finetuned_squad_seed_8 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_128d_seed_4 roberta_qa_roberta_base_few_shot_k_128_finetuned_squad_seed_4 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_128d_seed_2 roberta_qa_roberta_base_few_shot_k_128_finetuned_squad_seed_2 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_128d_seed_10 roberta_qa_roberta_base_few_shot_k_128_finetuned_squad_seed_10 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base_128d_seed_0 roberta_qa_roberta_base_few_shot_k_128_finetuned_squad_seed_0 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.ixam_bert.eu_en_tunedby_MarcBrun bert_qa_ixambert_finetuned_squad_eu_en_MarcBrun Question Answering English BertForQuestionAnswering
en.answer_question.squad.ixam_bert.eu_tuned.by_MarcBrun bert_qa_ixambert_finetuned_squad_eu_MarcBrun Question Answering English BertForQuestionAnswering
en.answer_question.squad.link_bert.large bert_qa_linkbert_large_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.multi_lingual_bert.by_ZYW bert_qa_squad_mbert_model Question Answering English BertForQuestionAnswering
en.answer_question.squad.multi_lingual_bert.en_de_es.by_ZYW bert_qa_squad_mbert_en_de_es_model Question Answering English BertForQuestionAnswering
en.answer_question.squad.multi_lingual_bert.en_de_es_vi_zh.by_ZYW bert_qa_squad_mbert_en_de_es_vi_zh_model Question Answering English BertForQuestionAnswering
en.answer_question.squad.multi_lingual_bert.v2.by_ZYW bert_qa_squad_mbert_model_2 Question Answering English BertForQuestionAnswering
en.answer_question.squad.roberta.base.by_Firat roberta_qa_Firat_roberta_base_finetuned_squad Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base.by_ahmedattia143 roberta_qa_roberta_squadv1_base Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base.by_csarron roberta_qa_roberta_base_squad_v1 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.electra.small_v2.by_bdickson electra_qa_small_discriminator_finetuned_squad_2 Question Answering English BertForQuestionAnswering
en.answer_question.squad.roberta.base.by_huxxx657 roberta_qa_huxxx657_roberta_base_finetuned_squad Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base.by_mrm8488 roberta_qa_roberta_base_1B_1_finetuned_squadv1 Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base.by_rahulchakwate roberta_qa_rahulchakwate_roberta_base_finetuned_squad Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.roberta.base.by_tli8hf roberta_qa_unqover_roberta_base_squad Question Answering English RoBertaForQuestionAnswering
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en.answer_question.squadv2.distil_bert.base distilbert_qa_base_squad2_custom_dataset Question Answering English DistilBertForQuestionAnswering
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en.answer_question.distil_bert.base.by_leemii18 distilbert_qa_robustqa_baseline_02 Question Answering English DistilBertForQuestionAnswering
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en.answer_question.cord19.prueba_bert.by_JAlexis bert_qa_PruebaBert Question Answering English BertForQuestionAnswering
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en.answer_question.squad.bert.large_uncased.by_howey bert_qa_howey_bert_large_uncased_squad Question Answering English BertForQuestionAnswering
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en.answer_question.squad.bert.multilingual_base_uncased bert_qa_bert_base_multilingual_uncased_finetuned_squad Question Answering English BertForQuestionAnswering
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en.answer_question.squad.bert.by_mrbalazs5 bert_qa_mrbalazs5_bert_finetuned_squad Question Answering English BertForQuestionAnswering
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en.answer_question.squad.bert.by_jatinshah bert_qa_jatinshah_bert_finetuned_squad Question Answering English BertForQuestionAnswering
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en.answer_question.span_bert.by_Nakul24 bert_qa_Spanbert_emotion_extraction Question Answering English BertForQuestionAnswering
en.answer_question.span_bert.by_manishiitg bert_qa_spanbert_recruit_qa Question Answering English BertForQuestionAnswering
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en.answer_question.squad.bert.accelerate.by_peterhsu bert_qa_peterhsu_bert_finetuned_squad_accelerate Question Answering English BertForQuestionAnswering
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en.answer_question.roberta.by_billfrench roberta_qa_cyberlandr_door Question Answering English RoBertaForQuestionAnswering
en.answer_question.roberta.by_nlpunibo roberta_qa_nlpunibo_roberta Question Answering English RoBertaForQuestionAnswering
en.answer_question.roberta.by_pierrerappolt roberta_qa_cart Question Answering English RoBertaForQuestionAnswering
en.answer_question.roberta.by_shmuelamar roberta_qa_REQA_RoBERTa Question Answering English RoBertaForQuestionAnswering
en.answer_question.roberta.by_stevemobs roberta_qa_quales_iberlef Question Answering English RoBertaForQuestionAnswering
en.answer_question.roberta.by_sunitha roberta_qa_roberta_customds_finetune Question Answering English RoBertaForQuestionAnswering
en.answer_question.roberta.by_veronica320 roberta_qa_QA_for_Event_Extraction Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.bert.accelerate.by_youngjae bert_qa_youngjae_bert_finetuned_squad_accelerate Question Answering English BertForQuestionAnswering
en.answer_question.roberta.by_vesteinn roberta_qa_IceBERT_QA Question Answering English RoBertaForQuestionAnswering
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en.answer_question.roberta.cv_merge_ds.by_sunitha roberta_qa_CV_Merge_DS Question Answering English RoBertaForQuestionAnswering
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en.answer_question.roberta.eda_and_parav3.by_comacrae roberta_qa_roberta_eda_and_parav3 Question Answering English RoBertaForQuestionAnswering
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en.answer_question.roberta.fr_tuned.by_Gantenbein roberta_qa_ADDI_FR_RoBERTa Question Answering English RoBertaForQuestionAnswering
en.answer_question.roberta.it_tuned.by_Gantenbein roberta_qa_ADDI_IT_RoBERTa Question Answering English RoBertaForQuestionAnswering
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en.answer_question.roberta.by_z-uo roberta_qa_roberta_qasper Question Answering English RoBertaForQuestionAnswering
en.answer_question.squad.bert.augmented bert_qa_augmented_Squad_Translated Question Answering English BertForQuestionAnswering
en.answer_question.squad.albert.by_rowan1224 albert_qa_squad_slp Question Answering English AlbertForQuestionAnswering
en.answer_question.squad.bert.base.by_rsvp-ai bert_qa_bertserini_bert_base_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_vuiseng9 bert_qa_vuiseng9_bert_base_uncased_squad Question Answering English BertForQuestionAnswering
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en.answer_question.squad.bert.base_uncased_1024d_seed_42 bert_qa_bert_base_uncased_few_shot_k_1024_finetuned_squad_seed_42 Question Answering English BertForQuestionAnswering
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en.answer_question.squad.bert.base.by_mrm8488 bert_qa_bert_mini_wrslb_finetuned_squadv1 Question Answering English BertForQuestionAnswering
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en.answer_question.squad.bert.base_uncased.by_victoraavila bert_qa_victoraavila_bert_base_uncased_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased_l3.by_howey bert_qa_bert_base_uncased_squad_L3 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased_seed_42 bert_qa_bert_base_uncased_few_shot_k_16_finetuned_squad_seed_42 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased_v2.by_ericRosello bert_qa_bert_base_uncased_finetuned_squad_frozen_v2 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased_v2.by_madlag bert_qa_bert_base_uncased_squad1.1_pruned_x3.2_v2 Question Answering English BertForQuestionAnswering
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en.answer_question.squad.bert.base_uncased_x1.84_f88.7_d36_hybrid_filled_v1.by_madlag bert_qa_bert_base_uncased_squadv1_x1.96_f88.3_d27_hybrid_filled_opt_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased_x1.96_f88.3_d27_hybrid_filled_opt_v1.by_madlag bert_qa_bert_base_uncased_squadv1_x2.01_f89.2_d30_hybrid_rewind_opt_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased_x2.01_f89.2_d30_hybrid_rewind_opt_v1.by_madlag bert_qa_bert_base_uncased_squadv1_x2.32_f86.6_d15_hybrid_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased_x2.32_f86.6_d15_hybrid_v1.by_madlag bert_qa_bert_base_uncased_squadv1_x2.44_f87.7_d26_hybrid_filled_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased_x2.44_f87.7_d26_hybrid_filled_v1.by_madlag bert_qa_bert_base_uncased_squad1.1_block_sparse_0.07_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.by_Alexander-Learn bert_qa_Alexander_Learn_bert_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased_l6.by_howey bert_qa_bert_base_uncased_squad_L6 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_tli8hf bert_qa_unqover_bert_base_uncased_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased_1_block_sparse_0.13_v1.by_madlag bert_qa_bert_base_uncased_squadv1_x1.84_f88.7_d36_hybrid_filled_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_madlag bert_qa_bert_base_uncased_squad_v1_sparse0.25 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base.by_vuiseng9 bert_qa_bert_base_squadv1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base.by_xraychen bert_qa_squad_baseline Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base.by_zhufy bert_qa_squad_en_bert_base Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_srmukundb bert_qa_srmukundb_bert_base_uncased_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_cased.by_Seongkyu bert_qa_Seongkyu_bert_base_cased_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_cased.by_SreyanG-NVIDIA bert_qa_SreyanG_NVIDIA_bert_base_cased_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_cased.by_andresestevez bert_qa_andresestevez_bert_base_cased_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_cased.by_batterydata bert_qa_bert_base_cased_squad_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_cased.by_ncduy bert_qa_bert_base_cased_finetuned_squad_test Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.1.1_block_sparse_0.32_v1.by_madlag bert_qa_bert_base_uncased_squad1.1_block_sparse_0.32_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_cased.by_KB bert_qa_bert_base_swedish_cased_squad_experimental Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_Intel bert_qa_bert_base_uncased_squadv1.1_sparse_80_1x4_block_pruneofa Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_lewtun bert_qa_bert_base_uncased_finetuned_squad_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_HomayounSadri bert_qa_HomayounSadri_bert_base_uncased_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_kaporter bert_qa_kaporter_bert_base_uncased_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_jgammack bert_qa_MTL_bert_base_uncased_ww_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_csarron bert_qa_csarron_bert_base_uncased_squad_v1 Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_jimypbr bert_qa_jimypbr_bert_base_uncased_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_bdickson bert_qa_bdickson_bert_base_uncased_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_Tianle bert_qa_Tianle_bert_base_uncased_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_SupriyaArun bert_qa_SupriyaArun_bert_base_uncased_finetuned_squad Question Answering English BertForQuestionAnswering
en.answer_question.squad.bert.base_uncased.by_SreyanG-NVIDIA bert_qa_SreyanG_NVIDIA_bert_base_uncased_finetuned_squad Question Answering English BertForQuestionAnswering
fi.answer_question.xlm_roberta xlm_roberta_qa_ADDI_FI_XLM_R Question Answering Finnish XlmRoBertaForQuestionAnswering
fr.answer_question.squad.xlmr_roberta.base xlm_roberta_qa_xlmr_base_texas_squad_fr_fr_saattrupdan Question Answering French XlmRoBertaForQuestionAnswering
de.answer_question.squad_spanish_tuned.xlmr_roberta.base.by_saattrupdan xlm_roberta_qa_xlmr_base_texas_squad_es_es_saattrupdan Question Answering German XlmRoBertaForQuestionAnswering
de.answer_question.xlm_roberta.base xlm_roberta_qa_xlm_roberta_base_german Question Answering German XlmRoBertaForQuestionAnswering
de.answer_question.squadv2.electra.base electra_qa_base_squad2 Question Answering German BertForQuestionAnswering
de.answer_question.squadv2.bert bert_qa_bert_multi_english_german_squad2 Question Answering German BertForQuestionAnswering
de.answer_question.squad_de_tuned.xlmr_roberta.base.by_saattrupdan xlm_roberta_qa_xlmr_base_texas_squad_de_de_saattrupdan Question Answering German XlmRoBertaForQuestionAnswering
de.answer_question.xlm_roberta xlm_roberta_qa_ADDI_DE_XLM_R Question Answering German XlmRoBertaForQuestionAnswering
de.answer_question.electra.distilled_base electra_qa_g_base_germanquad_distilled Question Answering German BertForQuestionAnswering
de.answer_question.electra.base electra_qa_g_base_germanquad Question Answering German BertForQuestionAnswering
de.answer_question.electra electra_qa_German_question_answer Question Answering German BertForQuestionAnswering
de.answer_question.bert bert_qa_GBERTQnA Question Answering German BertForQuestionAnswering
de.answer_question.electra.large electra_qa_g_large_germanquad Question Answering German BertForQuestionAnswering
he.answer_question.squad.bert bert_qa_hebert_finetuned_hebrew_squad Question Answering Hebrew BertForQuestionAnswering
hi.answer_question.xlm_roberta xlm_roberta_qa_autonlp_hindi_question_answering_23865268 Question Answering Hindi XlmRoBertaForQuestionAnswering
hi.answer_question.xlm_roberta.base xlm_roberta_qa_xlm_roberta_base_hindi Question Answering Hindi XlmRoBertaForQuestionAnswering
hu.answer_question.squad.bert bert_qa_huBert_fine_tuned_hungarian_squadv1 Question Answering Hungarian BertForQuestionAnswering
is.answer_question.squad.roberta roberta_qa_icebert_texas_squad_is_saattrupdan Question Answering Icelandic RoBertaForQuestionAnswering
is.answer_question.squad.xlmr_roberta.base xlm_roberta_qa_xlmr_base_texas_squad_is_is_saattrupdan Question Answering Icelandic XlmRoBertaForQuestionAnswering
is.answer_question.xlmr_roberta xlm_roberta_qa_XLMr_ENIS_QA_Is Question Answering Icelandic XlmRoBertaForQuestionAnswering
id.answer_question.indo_bert bert_qa_Indobert_QA Question Answering Indonesian BertForQuestionAnswering
it.answer_question.squad.bert bert_qa_bert_italian_finedtuned_squadv1_it_alfa Question Answering Italian BertForQuestionAnswering
it.answer_question.squad.bert.base_uncased bert_qa_bert_base_italian_uncased_squad_it_antoniocappiello Question Answering Italian BertForQuestionAnswering
it.answer_question.squad.bert.xxl_cased bert_qa_squad_xxl_cased_hub1 Question Answering Italian BertForQuestionAnswering
it.answer_question.xlm_roberta xlm_roberta_qa_ADDI_IT_XLM_R Question Answering Italian XlmRoBertaForQuestionAnswering
ja.answer_question.wikipedia.bert.base bert_qa_base_japanese_wikipedia_ud_head Question Answering Japanese BertForQuestionAnswering
ja.answer_question.wikipedia.bert.large bert_qa_large_japanese_wikipedia_ud_head Question Answering Japanese BertForQuestionAnswering
ko.answer_question.korquad.electra.small electra_qa_small_v3_finetuned_korquad Question Answering Korean BertForQuestionAnswering
ko.answer_question.korquad.electra.base_v2_384.by_monologg electra_qa_base_v2_finetuned_korquad_384 Question Answering Korean BertForQuestionAnswering
ko.answer_question.korquad.electra.base_v2.by_monologg electra_qa_base_v2_finetuned_korquad Question Answering Korean BertForQuestionAnswering
ko.answer_question.korquad.electra.base electra_qa_base_v3_finetuned_korquad Question Answering Korean BertForQuestionAnswering
ko.answer_question.klue.electra.base.by_seongju electra_qa_klue_mrc_base Question Answering Korean BertForQuestionAnswering
ko.answer_question.klue.bert.base.by_bespin-global bert_qa_bespin_global_klue_bert_base_mrc Question Answering Korean BertForQuestionAnswering
ko.answer_question.klue.bert.base_aihub.by_bespin-global bert_qa_klue_bert_base_aihub_mrc Question Answering Korean BertForQuestionAnswering
ko.answer_question.klue.bert.base.by_ainize bert_qa_ainize_klue_bert_base_mrc Question Answering Korean BertForQuestionAnswering
ko.answer_question.electra electra_qa_long Question Answering Korean BertForQuestionAnswering
ko.answer_question.klue.electra.base.by_obokkkk electra_qa_base_v3_discriminator_finetuned_klue_v4 Question Answering Korean BertForQuestionAnswering
el.answer_question.bert bert_qa_qacombination_bert_el_Danastos Question Answering Modern Greek (1453-) BertForQuestionAnswering
pl.answer_question.squad.bert.multilingual_base_cased bert_qa_bert_base_multilingual_cased_finetuned_polish_squad1 Question Answering Polish BertForQuestionAnswering
pl.answer_question.squadv2.bert.multilingual_base_cased bert_qa_bert_base_multilingual_cased_finetuned_polish_squad2 Question Answering Polish BertForQuestionAnswering
pt.answer_question.squad.distil_bert distilbert_qa_multi_finedtuned_squad Question Answering Portuguese DistilBertForQuestionAnswering
pt.answer_question.squad.bert.large_cased bert_qa_bert_large_cased_squad_v1.1_portuguese Question Answering Portuguese BertForQuestionAnswering
pt.answer_question.squad.biobert bert_qa_bioBERTpt_squad_v1.1_portuguese Question Answering Portuguese BertForQuestionAnswering
pt.answer_question.squad.bert.base_cased.by_mrm8488 bert_qa_bert_base_portuguese_cased_finetuned_squad_v1_pt_mrm8488 Question Answering Portuguese BertForQuestionAnswering
pt.answer_question.squad.bert.base_cased.by_pierreguillou bert_qa_bert_base_cased_squad_v1.1_portuguese Question Answering Portuguese BertForQuestionAnswering
ru.answer_question.distil_bert distilbert_qa_model_QA_5_epoch_RU Question Answering Russian DistilBertForQuestionAnswering
si.answer_question.bert.base bert_qa_bert_base_sinhala_qa Question Answering Sinhala, Sinhalese BertForQuestionAnswering
sv.answer_question.squadv2.bert.base bert_qa_bert_base_swedish_squad2 Question Answering Swedish BertForQuestionAnswering
sv.answer_question.xlmr_roberta.large xlm_roberta_qa_xlmr_large_qa_sv_sv_m3hrdadfi Question Answering Swedish XlmRoBertaForQuestionAnswering
ta.answer_question.squad.xlm_roberta xlm_roberta_qa_xlm_roberta_squad_tamil Question Answering Tamil XlmRoBertaForQuestionAnswering
th.answer_question.xquad_squad.bert.cased bert_qa_thai_bert_multi_cased_finetuned_xquadv1_finetuned_squad Question Answering Thai BertForQuestionAnswering
th.answer_question.xquad.multi_lingual_bert.base bert_qa_xquad_th_mbert_base Question Answering Thai BertForQuestionAnswering
th.answer_question.bert.multilingual_base_cased bert_qa_bert_base_multilingual_cased_finetune_qa Question Answering Thai BertForQuestionAnswering
th.answer_question.squadv2.xlm_roberta.base xlm_roberta_qa_thai_xlm_roberta_base_squad2 Question Answering Thai XlmRoBertaForQuestionAnswering
tr.answer_question.squad.electra electra_qa_enelpi_squad Question Answering Turkish BertForQuestionAnswering
tr.answer_question.xlm_roberta xlm_roberta_qa_XLM_Turkish Question Answering Turkish XlmRoBertaForQuestionAnswering
tr.answer_question.squadv2.electra.base_v2 electra_qa_base_discriminator_finetuned_squadv2 Question Answering Turkish BertForQuestionAnswering
tr.answer_question.squad.electra.base electra_qa_base_discriminator_finetuned_squadv1 Question Answering Turkish BertForQuestionAnswering
tr.answer_question.squad.bert.base bert_qa_bert_base_turkish_squad Question Answering Turkish BertForQuestionAnswering
tr.answer_question.bert.base_uncased bert_qa_loodos_bert_base_uncased_QA_fine_tuned Question Answering Turkish BertForQuestionAnswering
tr.answer_question.electra electra_qa_turkish Question Answering Turkish BertForQuestionAnswering
tr.answer_question.bert.distilled bert_qa_distilbert_tr_q_a Question Answering Turkish BertForQuestionAnswering
tr.answer_question.bert.by_yunusemreemik bert_qa_logo_qna_model Question Answering Turkish BertForQuestionAnswering
tr.answer_question.bert.by_lserinol bert_qa_bert_turkish_question_answering Question Answering Turkish BertForQuestionAnswering
tr.answer_question.electra.small_uncased electra_qa_small_turkish_uncased_discriminator_finetuned Question Answering Turkish BertForQuestionAnswering
uk.answer_question.xlmr_roberta xlmroberta_qa_ukrainian Question Answering Ukrainian XlmRoBertaForQuestionAnswering
vi.answer_question.xlm_roberta.large xlm_roberta_qa_xlm_roberta_large_vi_qa Question Answering Vietnamese XlmRoBertaForQuestionAnswering
ar.answer_question.bert bert_qa_arap_qa_bert Question Answering Arabic BertForQuestionAnswering
ar.answer_question.xlm_roberta.base xlm_roberta_qa_xlm_roberta_base_arabic Question Answering Arabic XlmRoBertaForQuestionAnswering
ar.answer_question.tydiqa.electra.base electra_qa_ara_base_artydiqa Question Answering Arabic BertForQuestionAnswering
ar.answer_question.squad_arcd.electra.base electra_qa_AraElectra_base_finetuned_ARCD Question Answering Arabic BertForQuestionAnswering
ar.answer_question.squad_arcd.electra.768d electra_qa_araElectra_SQUAD_ARCD_768 Question Answering Arabic BertForQuestionAnswering
ar.answer_question.xlm_roberta.large xlm_roberta_qa_xlm_roberta_large_arabic_qa Question Answering Arabic XlmRoBertaForQuestionAnswering
ar.answer_question.electra electra_qa_AraELECTRA_discriminator_SOQAL Question Answering Arabic BertForQuestionAnswering
ar.answer_question.bert.v2 bert_qa_arap_qa_bert_v2 Question Answering Arabic BertForQuestionAnswering
ar.answer_question.bert.large_v2 bert_qa_arap_qa_bert_large_v2 Question Answering Arabic BertForQuestionAnswering
ar.answer_question.squad_arcd.electra electra_qa_araElectra_SQUAD_ARCD Question Answering Arabic BertForQuestionAnswering
zh.answer_question.mac_bert.large bert_qa_chinese_pretrain_mrc_macbert_large Question Answering Chinese BertForQuestionAnswering
zh.answer_question.bert.multilingual_base_cased bert_qa_multilingual_bert_base_cased_chinese Question Answering Chinese BertForQuestionAnswering
zh.answer_question.bert.large.by_qalover bert_qa_chinese_pert_large_open_domain_mrc Question Answering Chinese BertForQuestionAnswering
zh.answer_question.bert.large.by_luhua bert_qa_chinese_pretrain_mrc_roberta_wwm_ext_large Question Answering Chinese BertForQuestionAnswering
zh.answer_question.bert.large.by_hfl bert_qa_chinese_pert_large_mrc Question Answering Chinese BertForQuestionAnswering
zh.answer_question.bert.base.by_uer bert_qa_roberta_base_chinese_extractive_qa Question Answering Chinese BertForQuestionAnswering
zh.answer_question.bert.by_jackh1995 bert_qa_bert_chinese_finetuned Question Answering Chinese BertForQuestionAnswering
zh.answer_question.bert.base.by_liam168 bert_qa_qa_roberta_base_chinese_extractive Question Answering Chinese BertForQuestionAnswering
zh.answer_question.bert.base.by_jackh1995 bert_qa_roberta_base_chinese_extractive_qa_scratch Question Answering Chinese BertForQuestionAnswering
zh.answer_question.bert.base.by_hfl bert_qa_chinese_pert_base_mrc Question Answering Chinese BertForQuestionAnswering
zh.answer_question.squad.bert.base bert_qa_bert_base_chinese_finetuned_squad_colab Question Answering Chinese BertForQuestionAnswering
zh.answer_question.bert.by_yechen bert_qa_question_answering_chinese Question Answering Chinese BertForQuestionAnswering
zh.answer_question.xlm_roberta.base xlm_roberta_qa_xlm_roberta_base_chinese Question Answering Chinese XlmRoBertaForQuestionAnswering
fa.answer_question.bert.base bert_qa_bert_base_fa_qa Question Answering Persian BertForQuestionAnswering
fa.answer_question.xlm_roberta.large xlm_roberta_qa_xlm_roberta_large_fa_qa Question Answering Persian XlmRoBertaForQuestionAnswering
fa.answer_question.xlmr_roberta.large xlmroberta_qa_xlmr_large Question Answering Persian XlmRoBertaForQuestionAnswering
sw.answer_question.tydiqa.xlm_roberta.base xlm_roberta_qa_afriberta_base_finetuned_tydiqa Question Answering Swahili (macrolanguage) XlmRoBertaForQuestionAnswering
vn.answer_question.xlm_roberta.base xlm_roberta_qa_xlm_roberta_base_vietnamese Question Answering nan XlmRoBertaForQuestionAnswering
xx.answer_question.chaii.xlm_roberta xlm_roberta_qa_xlm_roberta_qa_chaii Question Answering nan XlmRoBertaForQuestionAnswering
xx.answer_question.xquad.bert.uncased bert_qa_bert_multi_uncased_finetuned_xquadv1 Question Answering nan BertForQuestionAnswering
xx.answer_question.xquad.bert.cased bert_qa_bert_multi_cased_finetuned_xquadv1 Question Answering nan BertForQuestionAnswering
xx.answer_question.xlm_roberta.distilled xlm_roberta_qa_distill_xlm_mrc Question Answering nan XlmRoBertaForQuestionAnswering
xx.answer_question.tydiqa.multi_lingual_bert bert_qa_Part_1_mBERT_Model_E1 Question Answering nan BertForQuestionAnswering
xx.answer_question.tydiqa.bert bert_qa_telugu_bertu_tydiqa Question Answering nan BertForQuestionAnswering
xx.answer_question.xquad_tydiqa.bert.cased bert_qa_bert_multi_cased_finedtuned_xquad_tydiqa_goldp Question Answering nan BertForQuestionAnswering
xx.answer_question.squad.distil_bert._en_de_es_vi_zh_tuned.by_ZYW distilbert_qa_squad_en_de_es_vi_zh_model Question Answering nan DistilBertForQuestionAnswering
xx.answer_question.roberta roberta_qa_ft_lr_cu_leolin12345 Question Answering nan RoBertaForQuestionAnswering
xx.answer_question.distil_bert.vi_zh_es_tuned.by_ZYW distilbert_qa_en_de_vi_zh_es_model Question Answering nan DistilBertForQuestionAnswering
xx.answer_question.distil_bert.en_de_tuned.by_ZYW distilbert_qa_en_de_model Question Answering nan DistilBertForQuestionAnswering
xx.answer_question.distil_bert.en_de_es_tuned.by_ZYW distilbert_qa_en_de_es_model Question Answering nan DistilBertForQuestionAnswering
xx.answer_question.squad.distil_bert.en_de_es_tuned.by_ZYW distilbert_qa_squad_en_de_es_model Question Answering nan DistilBertForQuestionAnswering

Minor Improvements

  • IOB Schema Detection for Tokenclassifiers and adding NER Converting in those cases
  • Tweaks in column name generation of most annotators

Bug Fixes

  • fixed bug in multi lang parsing
  • fixed bug for Normalizers
  • fixed bug in fetching metadata for resolvers
  • fixed bug in deducting outputlevel and inferring output columns
  • fixed broken nlp_refs

NLU Version 3.4.4

600 new models with over 75 new languages including Ancient,Dead and Extinct languages, 155 languages total covered, 400% Tokenizer Speedup, 18x USE-Embeddings GPU speedup in John Snow Labs NLU 3.4.4

We are very excited to announce NLU 3.4.4 has been released with over 600 new model, over 75 new languages and 155 languages covered in total, 400% speedup for tokenizers and 18x speedup of UniversalSentenceEncoder on GPU. On the general NLP side we have transformer based Embeddings and Token Classifiers powered by state of the art CamemBertEmbeddings and DeBertaForTokenClassification based architectures as well as various new models for
Historical, Ancient,Dead, Extinct, Genetic and Constructed languages like Old Church Slavonic, Latin, Sanskrit, Esperanto, Volapük, Coptic, Nahuatl, Ancient Greek (to 1453), Old Russian. On the healthcare side we have Portuguese De-identification Models, have NER models for Gene detection and finally RxNorm Sentence resolution model for mapping and extracting pharmaceutical actions (e.g. analgesic, hypoglycemic) as well as treatments (e.g. backache, diabetes).

General NLP Models

All general NLP models

First time language models covered

The languages for these models are covered for the very first time ever by NLU.

Number Language Name(s) NLU Reference Spark NLP Reference Task Annotator Class ISO-639-1 ISO-639-2/639-5 ISO-639-3 Scope Language Type
0 Sanskrit sa.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel sa san san Individual Ancient
1 Sanskrit sa.lemma lemma_vedic Lemmatization LemmatizerModel sa san san Individual Ancient
2 Sanskrit sa.pos pos_vedic Part of Speech Tagging PerceptronModel sa san san Individual Ancient
3 Sanskrit sa.stopwords stopwords_iso Stop Words Removal StopWordsCleaner sa san san Individual Ancient
4 Volapük vo.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel vo vol vol Individual Constructed
5 Nahuatl languages nah.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nah nan Collective Genetic
6 Aragonese an.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel an arg arg Individual Living
7 Assamese as.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel as asm asm Individual Living
8 Asturian, Asturleonese, Bable, Leonese ast.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan ast ast Individual Living
9 Bashkir ba.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel ba bak bak Individual Living
10 Bavarian bar.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan bar Individual Living
11 Bishnupriya bpy.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan bpy Individual Living
12 Burmese my.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel my 639-2/T: mya639-2/B: bur mya Individual Living
13 Cebuano ceb.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan ceb ceb Individual Living
14 Central Bikol bcl.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan bcl Individual Living
15 Chechen ce.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel ce che che Individual Living
16 Chuvash cv.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel cv chv chv Individual Living
17 Corsican co.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel co cos cos Individual Living
18 Dhivehi, Divehi, Maldivian dv.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel dv div div Individual Living
19 Egyptian Arabic arz.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan arz Individual Living
20 Emiliano-Romagnolo eml.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel eml nan nan Individual Living
21 Erzya myv.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan myv myv Individual Living
22 Georgian ka.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel ka 639-2/T: kat639-2/B: geo kat Individual Living
23 Goan Konkani gom.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan gom Individual Living
24 Javanese jv.embed.distilbert distilbert_embeddings_javanese_distilbert_small Embeddings DistilBertEmbeddings jv jav jav Individual Living
25 Javanese jv.embed.javanese_distilbert_small_imdb distilbert_embeddings_javanese_distilbert_small_imdb Embeddings DistilBertEmbeddings jv jav jav Individual Living
26 Javanese jv.embed.javanese_roberta_small roberta_embeddings_javanese_roberta_small Embeddings RoBertaEmbeddings jv jav jav Individual Living
27 Javanese jv.embed.javanese_roberta_small_imdb roberta_embeddings_javanese_roberta_small_imdb Embeddings RoBertaEmbeddings jv jav jav Individual Living
28 Javanese jv.embed.javanese_bert_small_imdb bert_embeddings_javanese_bert_small_imdb Embeddings BertEmbeddings jv jav jav Individual Living
29 Javanese jv.embed.javanese_bert_small bert_embeddings_javanese_bert_small Embeddings BertEmbeddings jv jav jav Individual Living
30 Kirghiz, Kyrgyz ky.stopwords stopwords_iso Stop Words Removal StopWordsCleaner ky kir kir Individual Living
31 Letzeburgesch, Luxembourgish lb.stopwords stopwords_iso Stop Words Removal StopWordsCleaner lb ltz ltz Individual Living
32 Letzeburgesch, Luxembourgish lb.lemma lemma_spacylookup Lemmatization LemmatizerModel lb ltz ltz Individual Living
33 Letzeburgesch, Luxembourgish lb.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel lb ltz ltz Individual Living
34 Ligurian lij.stopwords stopwords_iso Stop Words Removal StopWordsCleaner nan nan lij Individual Living
35 Lombard lmo.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan lmo Individual Living
36 Low German, Low Saxon nds.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nds nds Individual Living
37 Macedonian mk.stopwords stopwords_iso Stop Words Removal StopWordsCleaner mk 639-2/T: mkd639-2/B: mac mkd Individual Living
38 Macedonian mk.lemma lemma_spacylookup Lemmatization LemmatizerModel mk 639-2/T: mkd639-2/B: mac mkd Individual Living
39 Macedonian mk.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel mk 639-2/T: mkd639-2/B: mac mkd Individual Living
40 Maithili mai.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan mai mai Individual Living
41 Manx gv.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel gv glv glv Individual Living
42 Mazanderani mzn.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan mzn Individual Living
43 Minangkabau min.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan min min Individual Living
44 Mingrelian xmf.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan xmf Individual Living
45 Mirandese mwl.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan mwl mwl Individual Living
46 Neapolitan nap.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nap nap Individual Living
47 Nepal Bhasa, Newari new.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan new new Individual Living
48 Northern Frisian frr.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan frr frr Individual Living
49 Northern Sami sme.lemma lemma_giella Lemmatization LemmatizerModel se sme sme Individual Living
50 Northern Sami sme.pos pos_giella Part of Speech Tagging PerceptronModel se sme sme Individual Living
51 Northern Sotho, Pedi, Sepedi nso.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nso nso Individual Living
52 Occitan (post 1500) oc.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel oc oci oci Individual Living
53 Ossetian, Ossetic os.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel os oss oss Individual Living
54 Pfaelzisch pfl.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan pfl Individual Living
55 Piemontese pms.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan pms Individual Living
56 Romansh rm.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel rm roh roh Individual Living
57 Scots sco.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan sco sco Individual Living
58 Sicilian scn.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan scn scn Individual Living
59 Sinhala, Sinhalese si.stopwords stopwords_iso Stop Words Removal StopWordsCleaner si sin sin Individual Living
60 Sinhala, Sinhalese si.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel si sin sin Individual Living
61 Sundanese su.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel su sun sun Individual Living
62 Sundanese su.embed.sundanese_roberta_base roberta_embeddings_sundanese_roberta_base Embeddings RoBertaEmbeddings su sun sun Individual Living
63 Tagalog tl.lemma lemma_spacylookup Lemmatization LemmatizerModel tl tgl tgl Individual Living
64 Tagalog tl.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel tl tgl tgl Individual Living
65 Tagalog tl.stopwords stopwords_iso Stop Words Removal StopWordsCleaner tl tgl tgl Individual Living
66 Tagalog tl.embed.roberta_tagalog_large roberta_embeddings_roberta_tagalog_large Embeddings RoBertaEmbeddings tl tgl tgl Individual Living
67 Tagalog tl.embed.roberta_tagalog_base roberta_embeddings_roberta_tagalog_base Embeddings RoBertaEmbeddings tl tgl tgl Individual Living
68 Tajik tg.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel tg tgk tgk Individual Living
69 Tatar tt.stopwords stopwords_iso Stop Words Removal StopWordsCleaner tt tat tat Individual Living
70 Tatar tt.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel tt tat tat Individual Living
71 Tigrinya ti.stopwords stopwords_iso Stop Words Removal StopWordsCleaner ti tir tir Individual Living
72 Tosk Albanian als.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan als Individual Living
73 Tswana tn.stopwords stopwords_iso Stop Words Removal StopWordsCleaner tn tsn tsn Individual Living
74 Turkmen tk.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel tk tuk tuk Individual Living
75 Upper Sorbian hsb.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan hsb hsb Individual Living
76 Venetian vec.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan vec Individual Living
77 Vlaams vls.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan vls Individual Living
78 Walloon wa.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel wa wln wln Individual Living
79 Waray (Philippines) war.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan war war Individual Living
80 Western Armenian hyw.pos pos_armtdp Part of Speech Tagging PerceptronModel nan nan hyw Individual Living
81 Western Armenian hyw.lemma lemma_armtdp Lemmatization LemmatizerModel nan nan hyw Individual Living
82 Western Frisian fy.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel fy fry fry Individual Living
83 Western Panjabi pnb.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan pnb Individual Living
84 Yakut sah.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan sah sah Individual Living
85 Zeeuws zea.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel nan nan zea Individual Living
86 Albanian sq.stopwords stopwords_iso Stop Words Removal StopWordsCleaner sq 639-2/T: sqi639-2/B: alb sqi Macrolanguage Living
87 Albanian sq.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel sq 639-2/T: sqi639-2/B: alb sqi Macrolanguage Living
88 Azerbaijani az.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel az aze aze Macrolanguage Living
89 Azerbaijani az.stopwords stopwords_iso Stop Words Removal StopWordsCleaner az aze aze Macrolanguage Living
90 Malagasy mg.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel mg mlg mlg Macrolanguage Living
91 Malay (macrolanguage) ms.embed.albert albert_embeddings_albert_large_bahasa_cased Embeddings AlbertEmbeddings ms 639-2/T: msa639-2/B: may msa Macrolanguage Living
92 Malay (macrolanguage) ms.embed.distilbert distilbert_embeddings_malaysian_distilbert_small Embeddings DistilBertEmbeddings ms 639-2/T: msa639-2/B: may msa Macrolanguage Living
93 Malay (macrolanguage) ms.embed.albert_tiny_bahasa_cased albert_embeddings_albert_tiny_bahasa_cased Embeddings AlbertEmbeddings ms 639-2/T: msa639-2/B: may msa Macrolanguage Living
94 Malay (macrolanguage) ms.embed.albert_base_bahasa_cased albert_embeddings_albert_base_bahasa_cased Embeddings AlbertEmbeddings ms 639-2/T: msa639-2/B: may msa Macrolanguage Living
95 Malay (macrolanguage) ms.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel ms 639-2/T: msa639-2/B: may msa Macrolanguage Living
96 Mongolian mn.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel mn mon mon Macrolanguage Living
97 Oriya (macrolanguage) or.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel or ori ori Macrolanguage Living
98 Pashto, Pushto ps.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel ps pus pus Macrolanguage Living
99 Quechua qu.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel qu que que Macrolanguage Living
100 Sardinian sc.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel sc srd srd Macrolanguage Living
101 Serbo-Croatian sh.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel sh nan nan Macrolanguage Living
102 Uzbek uz.embed.w2v_cc_300d w2v_cc_300d Embeddings WordEmbeddingsModel uz uzb uzb Macrolanguage Living
All general NLP models

Powered by the incredible Spark NLP 3.4.4 and previous releases.

Number NLU Reference Spark NLP Reference Task Language Name(s) Annotator Class ISO-639-1 ISO-639-2/639-5 ISO-639-3 Language Type Scope
0 cu.pos pos_proiel Part of Speech Tagging Church Slavic, Church Slavonic, Old Bulgarian, Old Church Slavonic, Old Slavonic PerceptronModel cu chu chu Ancient Individual
1 la.lemma lemma_proiel Lemmatization Latin LemmatizerModel la lat lat Ancient Individual
2 la.lemma lemma_proiel Lemmatization Latin LemmatizerModel la lat lat Ancient Individual
3 la.pos pos_perseus Part of Speech Tagging Latin PerceptronModel la lat lat Ancient Individual
4 la.pos pos_perseus Part of Speech Tagging Latin PerceptronModel la lat lat Ancient Individual
5 sa.embed.w2v_cc_300d w2v_cc_300d Embeddings Sanskrit WordEmbeddingsModel sa san san Ancient Individual
6 sa.lemma lemma_vedic Lemmatization Sanskrit LemmatizerModel sa san san Ancient Individual
7 sa.pos pos_vedic Part of Speech Tagging Sanskrit PerceptronModel sa san san Ancient Individual
8 sa.stopwords stopwords_iso Stop Words Removal Sanskrit StopWordsCleaner sa san san Ancient Individual
9 eo.embed.w2v_cc_300d w2v_cc_300d Embeddings Esperanto WordEmbeddingsModel eo epo epo Constructed Individual
10 vo.embed.w2v_cc_300d w2v_cc_300d Embeddings Volapük WordEmbeddingsModel vo vol vol Constructed Individual
11 cop.pos pos_scriptorium Part of Speech Tagging Coptic PerceptronModel nan cop cop Extinct Individual
12 nah.embed.w2v_cc_300d w2v_cc_300d Embeddings Nahuatl languages WordEmbeddingsModel nan nah nan Genetic Collective
13 grc.lemma lemma_proiel Lemmatization Ancient Greek (to 1453) LemmatizerModel nan grc grc Historical Individual
14 grc.stopwords stopwords_iso Stop Words Removal Ancient Greek (to 1453) StopWordsCleaner nan grc grc Historical Individual
15 grc.lemma lemma_proiel Lemmatization Ancient Greek (to 1453) LemmatizerModel nan grc grc Historical Individual
16 grc.pos pos_proiel Part of Speech Tagging Ancient Greek (to 1453) PerceptronModel nan grc grc Historical Individual
17 orv.lemma lemma_torot Lemmatization Old Russian LemmatizerModel nan nan orv Historical Individual
18 af.embed.w2v_cc_300d w2v_cc_300d Embeddings Afrikaans WordEmbeddingsModel af afr afr Living Individual
19 af.stopwords stopwords_iso Stop Words Removal Afrikaans StopWordsCleaner af afr afr Living Individual
20 am.embed.w2v_cc_300d w2v_cc_300d Embeddings Amharic WordEmbeddingsModel am amh amh Living Individual
21 am.embed.am_roberta roberta_embeddings_am_roberta Embeddings Amharic RoBertaEmbeddings am amh amh Living Individual
22 am.stopwords stopwords_iso Stop Words Removal Amharic StopWordsCleaner am amh amh Living Individual
23 an.embed.w2v_cc_300d w2v_cc_300d Embeddings Aragonese WordEmbeddingsModel an arg arg Living Individual
24 hy.stopwords stopwords_iso Stop Words Removal Armenian StopWordsCleaner hy 639-2/T: hye639-2/B: arm hye Living Individual
25 hy.lemma lemma_armtdp Lemmatization Armenian LemmatizerModel hy 639-2/T: hye639-2/B: arm hye Living Individual
26 hy.embed.w2v_cc_300d w2v_cc_300d Embeddings Armenian WordEmbeddingsModel hy 639-2/T: hye639-2/B: arm hye Living Individual
27 as.embed.w2v_cc_300d w2v_cc_300d Embeddings Assamese WordEmbeddingsModel as asm asm Living Individual
28 ast.embed.w2v_cc_300d w2v_cc_300d Embeddings Asturian, Asturleonese, Bable, Leonese WordEmbeddingsModel nan ast ast Living Individual
29 ba.embed.w2v_cc_300d w2v_cc_300d Embeddings Bashkir WordEmbeddingsModel ba bak bak Living Individual
30 eu.stopwords stopwords_iso Stop Words Removal Basque StopWordsCleaner eu 639-2/T: eus639-2/B: baq eus Living Individual
31 eu.embed.w2v_cc_300d w2v_cc_300d Embeddings Basque WordEmbeddingsModel eu 639-2/T: eus639-2/B: baq eus Living Individual
32 eu.lemma lemma_bdt Lemmatization Basque LemmatizerModel eu 639-2/T: eus639-2/B: baq eus Living Individual
33 bar.embed.w2v_cc_300d w2v_cc_300d Embeddings Bavarian WordEmbeddingsModel nan nan bar Living Individual
34 be.embed.w2v_cc_300d w2v_cc_300d Embeddings Belarusian WordEmbeddingsModel be bel bel Living Individual
35 be.lemma lemma_hse Lemmatization Belarusian LemmatizerModel be bel bel Living Individual
36 bn.embed.indic_transformers_bn_distilbert distilbert_embeddings_indic_transformers_bn_distilbert Embeddings Bengali DistilBertEmbeddings bn ben ben Living Individual
37 bn.embed.w2v_cc_300d w2v_cc_300d Embeddings Bengali WordEmbeddingsModel bn ben ben Living Individual
38 bn.embed.indic_transformers_bn_bert bert_embeddings_indic_transformers_bn_bert Embeddings Bengali BertEmbeddings bn ben ben Living Individual
39 bn.embed.muril_adapted_local bert_embeddings_muril_adapted_local Embeddings Bengali BertEmbeddings bn ben ben Living Individual
40 bn.embed.bangla_bert bert_embeddings_bangla_bert Embeddings Bengali BertEmbeddings bn ben ben Living Individual
41 bn.stopwords stopwords_iso Stop Words Removal Bengali StopWordsCleaner bn ben ben Living Individual
42 bh.embed.w2v_cc_300d w2v_cc_300d Embeddings Bihari language group, also known ash bih in ISO 639-2/5 WordEmbeddingsModel bh nan nan Living Individual
43 bpy.embed.w2v_cc_300d w2v_cc_300d Embeddings Bishnupriya WordEmbeddingsModel nan nan bpy Living Individual
44 bs.embed.w2v_cc_300d w2v_cc_300d Embeddings Bosnian WordEmbeddingsModel bs bos bos Living Individual
45 br.embed.w2v_cc_300d w2v_cc_300d Embeddings Breton WordEmbeddingsModel br bre bre Living Individual
46 bg.embed.w2v_cc_300d w2v_cc_300d Embeddings Bulgarian WordEmbeddingsModel bg bul bul Living Individual
47 bg.stopwords stopwords_iso Stop Words Removal Bulgarian StopWordsCleaner bg bul bul Living Individual
48 my.embed.w2v_cc_300d w2v_cc_300d Embeddings Burmese WordEmbeddingsModel my 639-2/T: mya639-2/B: bur mya Living Individual
49 es.embed.distilbert_base_es_multilingual_cased distilbert_embeddings_distilbert_base_es_multilingual_cased Embeddings Castilian, Spanish DistilBertEmbeddings es spa spa Living Individual
50 es.embed.distilbert_base_es_cased distilbert_embeddings_distilbert_base_es_cased Embeddings Castilian, Spanish DistilBertEmbeddings es spa spa Living Individual
51 es.embed.bertin_base_gaussian roberta_embeddings_bertin_base_gaussian Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
52 es.embed.bertin_roberta_base_spanish roberta_embeddings_bertin_roberta_base_spanish Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
53 es.embed.bertin_roberta_large_spanish roberta_embeddings_bertin_roberta_large_spanish Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
54 es.embed.bertin_base_stepwise roberta_embeddings_bertin_base_stepwise Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
55 es.embed.dpr_spanish_passage_encoder_allqa_base bert_embeddings_dpr_spanish_passage_encoder_allqa_base Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
56 es.embed.dpr_spanish_question_encoder_allqa_base bert_embeddings_dpr_spanish_question_encoder_allqa_base Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
57 es.embed.beto_gn_base_cased bert_embeddings_beto_gn_base_cased Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
58 es.embed.dpr_spanish_passage_encoder_squades_base bert_embeddings_dpr_spanish_passage_encoder_squades_base Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
59 es.embed.dpr_spanish_question_encoder_squades_base bert_embeddings_dpr_spanish_question_encoder_squades_base Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
60 es.embed.bert_base_es_cased bert_embeddings_bert_base_es_cased Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
61 es.embed.bert_base_5lang_cased bert_embeddings_bert_base_5lang_cased Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
62 es.embed.alberti_bert_base_multilingual_cased bert_embeddings_alberti_bert_base_multilingual_cased Embeddings Castilian, Spanish BertEmbeddings es spa spa Living Individual
63 es.embed.roberta_base_bne roberta_embeddings_roberta_base_bne Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
64 es.embed.jurisbert roberta_embeddings_jurisbert Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
65 es.embed.mlm_spanish_roberta_base roberta_embeddings_mlm_spanish_roberta_base Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
66 es.embed.roberta_large_bne roberta_embeddings_roberta_large_bne Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
67 es.pos pos_ancora Part of Speech Tagging Castilian, Spanish PerceptronModel es spa spa Living Individual
68 es.embed.bertin_base_random_exp_512seqlen roberta_embeddings_bertin_base_random_exp_512seqlen Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
69 es.embed.bertin_base_gaussian_exp_512seqlen roberta_embeddings_bertin_base_gaussian_exp_512seqlen Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
70 es.ner.roberta_base_bne_capitel_ner_plus roberta_ner_roberta_base_bne_capitel_ner_plus Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
71 es.ner.roberta_base_bne_capitel_ner roberta_ner_roberta_base_bne_capitel_ner Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
72 es.ner.RuPERTa_base_finetuned_ner roberta_ner_RuPERTa_base_finetuned_ner Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
73 es.pos.roberta_base_bne_capitel_pos roberta_pos_roberta_base_bne_capitel_pos Part of Speech Tagging Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
74 es.ner.NER_LAW_MONEY4 roberta_ner_NER_LAW_MONEY4 Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
75 es.pos.roberta_large_bne_capitel_pos roberta_pos_roberta_large_bne_capitel_pos Part of Speech Tagging Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
76 es.ner.bsc_bio_ehr_es_pharmaconer roberta_ner_bsc_bio_ehr_es_pharmaconer Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
77 es.embed.RoBERTalex roberta_embeddings_RoBERTalex Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
78 es.ner.roberta_large_bne_capitel_ner roberta_ner_roberta_large_bne_capitel_ner Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
79 es.embed.RuPERTa_base roberta_embeddings_RuPERTa_base Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
80 es.embed.bertin_base_random roberta_embeddings_bertin_base_random Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
81 es.lemma lemma_spacylookup Lemmatization Castilian, Spanish LemmatizerModel es spa spa Living Individual
82 es.stopwords stopwords_iso Stop Words Removal Castilian, Spanish StopWordsCleaner es spa spa Living Individual
83 es.pos.RuPERTa_base_finetuned_pos roberta_pos_RuPERTa_base_finetuned_pos Part of Speech Tagging Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
84 es.embed.bertin_base_stepwise_exp_512seqlen roberta_embeddings_bertin_base_stepwise_exp_512seqlen Embeddings Castilian, Spanish RoBertaEmbeddings es spa spa Living Individual
85 es.ner.bsc_bio_ehr_es_cantemist roberta_ner_bsc_bio_ehr_es_cantemist Named Entity Recognition Castilian, Spanish RoBertaForTokenClassification es spa spa Living Individual
86 ca.lemma lemma_spacylookup Lemmatization Catalan, Valencian LemmatizerModel ca cat cat Living Individual
87 ca.embed.w2v_cc_300d w2v_cc_300d Embeddings Catalan, Valencian WordEmbeddingsModel ca cat cat Living Individual
88 ca.stopwords stopwords_iso Stop Words Removal Catalan, Valencian StopWordsCleaner ca cat cat Living Individual
89 ceb.embed.w2v_cc_300d w2v_cc_300d Embeddings Cebuano WordEmbeddingsModel nan ceb ceb Living Individual
90 bcl.embed.w2v_cc_300d w2v_cc_300d Embeddings Central Bikol WordEmbeddingsModel nan nan bcl Living Individual
91 ce.embed.w2v_cc_300d w2v_cc_300d Embeddings Chechen WordEmbeddingsModel ce che che Living Individual
92 cv.embed.w2v_cc_300d w2v_cc_300d Embeddings Chuvash WordEmbeddingsModel cv chv chv Living Individual
93 co.embed.w2v_cc_300d w2v_cc_300d Embeddings Corsican WordEmbeddingsModel co cos cos Living Individual
94 hr.embed.w2v_cc_300d w2v_cc_300d Embeddings Croatian WordEmbeddingsModel hr hrv hrv Living Individual
95 hr.stopwords stopwords_iso Stop Words Removal Croatian StopWordsCleaner hr hrv hrv Living Individual
96 hr.lemma lemma_spacylookup Lemmatization Croatian LemmatizerModel hr hrv hrv Living Individual
97 cs.stopwords stopwords_iso Stop Words Removal Czech StopWordsCleaner cs 639-2/T: ces639-2/B: cze ces Living Individual
98 cs.embed.w2v_cc_300d w2v_cc_300d Embeddings Czech WordEmbeddingsModel cs 639-2/T: ces639-2/B: cze ces Living Individual
99 cs.pos pos_fictree Part of Speech Tagging Czech PerceptronModel cs 639-2/T: ces639-2/B: cze ces Living Individual
100 cs.lemma lemma_cltt Lemmatization Czech LemmatizerModel cs 639-2/T: ces639-2/B: cze ces Living Individual
101 cs.lemma lemma_cltt Lemmatization Czech LemmatizerModel cs 639-2/T: ces639-2/B: cze ces Living Individual
102 cs.lemma lemma_cltt Lemmatization Czech LemmatizerModel cs 639-2/T: ces639-2/B: cze ces Living Individual
103 da.embed.w2v_cc_300d w2v_cc_300d Embeddings Danish WordEmbeddingsModel da dan dan Living Individual
104 da.lemma lemma_spacylookup Lemmatization Danish LemmatizerModel da dan dan Living Individual
105 da.stopwords stopwords_iso Stop Words Removal Danish StopWordsCleaner da dan dan Living Individual
106 dv.embed.w2v_cc_300d w2v_cc_300d Embeddings Dhivehi, Divehi, Maldivian WordEmbeddingsModel dv div div Living Individual
107 nl.embed.distilbert_base_cased distilbert_embeddings_distilbert_base_nl_cased Embeddings Dutch, Flemish DistilBertEmbeddings nl 639-2/T: nld639-2/B: dut nld Living Individual
108 nl.pos.fullstop_dutch_punctuation_prediction roberta_pos_fullstop_dutch_punctuation_prediction Part of Speech Tagging Dutch, Flemish RoBertaForTokenClassification nl 639-2/T: nld639-2/B: dut nld Living Individual
109 nl.stopwords stopwords_iso Stop Words Removal Dutch, Flemish StopWordsCleaner nl 639-2/T: nld639-2/B: dut nld Living Individual
110 nl.embed.robbert_v2_dutch_base roberta_embeddings_robbert_v2_dutch_base Embeddings Dutch, Flemish RoBertaEmbeddings nl 639-2/T: nld639-2/B: dut nld Living Individual
111 nl.embed.robbertje_1_gb_bort roberta_embeddings_robbertje_1_gb_bort Embeddings Dutch, Flemish RoBertaEmbeddings nl 639-2/T: nld639-2/B: dut nld Living Individual
112 nl.embed.robbertje_1_gb_shuffled roberta_embeddings_robbertje_1_gb_shuffled Embeddings Dutch, Flemish RoBertaEmbeddings nl 639-2/T: nld639-2/B: dut nld Living Individual
113 nl.embed.robbertje_1_gb_non_shuffled roberta_embeddings_robbertje_1_gb_non_shuffled Embeddings Dutch, Flemish RoBertaEmbeddings nl 639-2/T: nld639-2/B: dut nld Living Individual
114 nl.embed.robbertje_1_gb_merged roberta_embeddings_robbertje_1_gb_merged Embeddings Dutch, Flemish RoBertaEmbeddings nl 639-2/T: nld639-2/B: dut nld Living Individual
115 nl.embed.w2v_cc_300d w2v_cc_300d Embeddings Dutch, Flemish WordEmbeddingsModel nl 639-2/T: nld639-2/B: dut nld Living Individual
116 nl.lemma lemma_spacylookup Lemmatization Dutch, Flemish LemmatizerModel nl 639-2/T: nld639-2/B: dut nld Living Individual
117 arz.embed.w2v_cc_300d w2v_cc_300d Embeddings Egyptian Arabic WordEmbeddingsModel nan nan arz Living Individual
118 eml.embed.w2v_cc_300d w2v_cc_300d Embeddings Emiliano-Romagnolo WordEmbeddingsModel eml nan nan Living Individual
119 en.ner.debertav3_large.conll03 deberta_v3_large_token_classifier_conll03 Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
120 en.ner.debertav3_base.conll03 deberta_v3_base_token_classifier_conll03 Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
121 en.ner.debertav3_small.conll03 deberta_v3_small_token_classifier_conll03 Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
122 en.ner.debertav3_xsmall.conll03 deberta_v3_xsmall_token_classifier_conll03 Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
123 en.ner.debertav3_large.ontonotes deberta_v3_large_token_classifier_ontonotes Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
124 en.ner.debertav3_base.ontonotes deberta_v3_base_token_classifier_ontonotes Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
125 en.ner.debertav3_small.ontonotes deberta_v3_small_token_classifier_ontonotes Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
126 en.ner.debertav3_xsmall.ontonotes deberta_v3_xsmall_token_classifier_ontonotes Named Entity Recognition English DeBertaForTokenClassification en eng eng Living Individual
127 en.med_ner.biomedical_bc2gm ner_biomedical_bc2gm Named Entity Recognition English MedicalNerModel en eng eng Living Individual
128 en.med_ner.biomedical_bc2gm ner_biomedical_bc2gm Named Entity Recognition English MedicalNerModel en eng eng Living Individual
129 en.resolve.rxnorm_action_treatment sbiobertresolve_rxnorm_action_treatment Entity Resolution English SentenceEntityResolverModel en eng eng Living Individual
130 en.embed.albert_xlarge_v1 albert_embeddings_albert_xlarge_v1