Semantic Role Labeling

Semantic role labeling aims to model the predicate-argument structure of a sentence and is often described as answering "Who did what to whom". BIO notation is typically used for semantic role labeling.

Example:

| Housing | starts | are | expected | to | quicken | a | bit | from | August’s | pace | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | B-ARG1 | I-ARG1 | O | O | O | V | B-ARG2 | I-ARG2 | B-ARG3 | I-ARG3 | I-ARG3 |

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 201–225 of 620 papers

Title	Date	Tasks	Status
Simple BERT Models for Relation Extraction and Semantic Role Labeling	Apr 10, 2019	RelationRelation Extraction	CodeCode Available
Cross-Lingual Transfer of Semantic Roles: From Raw Text to Semantic Roles	Apr 5, 2019	Cross-Lingual TransferSemantic Role Labeling	—Unverified
LINSPECTOR: Multilingual Probing Tasks for Word Representations	Mar 22, 2019	Dependency Parsingnamed-entity-recognition	CodeCode Available
Syntax-aware Neural Semantic Role Labeling with Supertags	Mar 12, 2019	Semantic Role LabelingTAG	CodeCode Available
Syntax-aware Semantic Role Labeling without Parsing	Mar 1, 2019	ARCSemantic Role Labeling	CodeCode Available
Polyglot Contextual Representations Improve Crosslingual Transfer	Feb 26, 2019	Dependency ParsingLanguage Modeling	CodeCode Available
An Argument-Marker Model for Syntax-Agnostic Proto-Role Labeling	Feb 4, 2019	Semantic Role Labeling	—Unverified
Glyce: Glyph-vectors for Chinese Character Representations	Jan 29, 2019	Chinese Dependency ParsingChinese Named Entity Recognition	CodeCode Available
Debugging Frame Semantic Role Labeling	Jan 22, 2019	Semantic ParsingSemantic Role Labeling	—Unverified
Dependency or Span, End-to-End Uniform Semantic Role Labeling	Jan 16, 2019	Model OptimizationSemantic Role Labeling	CodeCode Available
Improving Japanese semantic-role-labeling performance with transfer learning as case for limited resources of tagged corpora on aggregated language	Dec 1, 2018	Semantic Role LabelingTransfer Learning	—Unverified
Semantic Role Labeling in Conversational Chat using Deep Bi-Directional Long Short-Term Memory Networks with Attention Mechanism	Dec 1, 2018	Semantic Role Labeling	—Unverified
Syntax Helps ELMo Understand Semantics: Is Syntax Still Relevant in a Deep Neural Architecture for SRL?	Nov 12, 2018	Semantic Role LabelingWord Embeddings	—Unverified
Semantic Role Labeling for Knowledge Graph Extraction from Text	Nov 4, 2018	Dependency ParsingSemantic Role Labeling	—Unverified
Textual Entailment based Question Generation	Nov 1, 2018	Dependency ParsingNatural Language Inference	—Unverified
Explaining non-linear Classifier Decisions within Kernel-based Deep Architectures	Nov 1, 2018	General ClassificationImage Classification	—Unverified
Semantic role labeling tools for biomedical question answering: a study of selected tools on the BioASQ datasets	Nov 1, 2018	Named Entity Recognition (NER)Part-Of-Speech Tagging	—Unverified
Frame- and Entity-Based Knowledge for Common-Sense Argumentative Reasoning	Nov 1, 2018	Argument MiningCommon Sense Reasoning	CodeCode Available
FrameIt: Ontology Discovery for Noisy User-Generated Text	Nov 1, 2018	Active LearningSemantic Role Labeling	—Unverified
DERE: A Task and Domain-Independent Slot Filling Framework for Declarative Relation Extraction	Nov 1, 2018	BIG-bench Machine LearningRelation	—Unverified
A Span Selection Model for Semantic Role Labeling	Oct 4, 2018	modelSemantic Role Labeling	CodeCode Available
LemmaTag: Jointly Tagging and Lemmatizing for Morphologically Rich Languages with BRNNs	Oct 1, 2018	LemmatizationMachine Translation	CodeCode Available
Grounding Semantic Roles in Images	Oct 1, 2018	Image CaptioningQuestion Answering	—Unverified
A Unified Syntax-aware Framework for Semantic Role Labeling	Oct 1, 2018	Machine TranslationQuestion Answering	CodeCode Available
Corpus-Driven Thematic Hierarchy Induction	Oct 1, 2018	Machine TranslationQuestion Answering	—Unverified

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All datasets OntoNotes CoNLL 2005 CoNLL05 Brown CoNLL05 WSJ CoNLL12 CoNLL-2009 CoNLL-2012

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	HeSyFu	F1	88.59	—	Unverified
2	CRF2o + RoBERTa	F1	88.32	—	Unverified
3	MRC-SRL	F1	88.3	—	Unverified
4	ReCAT(pretrained on wikitext103)	F1	88	—	Unverified
5	SRL-MM + XLNet	F1	87.67	—	Unverified
6	CRF2o + BERT	F1	87.66	—	Unverified
7	RoBERTa+RegCCRF	F1	87.51	—	Unverified
8	RoBERTa+CRF	F1	87.27	—	Unverified
9	BiLSTM-Span (Ensemble)	F1	87	—	Unverified
10	BiLSTM-Span	F1	86.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MRC-SRL	F1	90	—	Unverified
2	SRL-MM + XLNet	F1	89.8	—	Unverified
3	CRF2o + RoBERTa	F1	89.54	—	Unverified
4	HeSyFu	F1	89.04	—	Unverified
5	CRF2o + BERT	F1	89.03	—	Unverified
6	Mohammadshahi and Henderson (2021)	F1	88.93	—	Unverified
7	BiLSTM-Span (Ensemble, predicates given)	F1	88.5	—	Unverified
8	CRF2o	F1	87.87	—	Unverified
9	Li et al. (2019) (Ensemble)	F1	87.7	—	Unverified
10	BiLSTM-Span	F1	87.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepStruct multi-task w/ finetune	F1	92.1	—	Unverified
2	DeepStruct multi-task	F1	92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepStruct multi-task	F1	95.5	—	Unverified
2	DeepStruct multi-task w/ finetune	F1	95.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepStruct multi-task	F1	97.2	—	Unverified
2	DeepStruct multi-task w/ finetune	F1	96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Ours (High-Order model)	F1 (Arg.)	90.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HeSyFu	Avg. F1	88.59	—	Unverified