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 601–620 of 620 papers

Title	Date	Tasks	Status
An Approach for Process Model Extraction By Multi-Grained Text Classification	May 16, 2019	General ClassificationManagement	CodeCode Available
Controlled Crowdsourcing for High-Quality QA-SRL Annotation	Nov 8, 2019	Semantic Role LabelingVocal Bursts Intensity Prediction	CodeCode Available
A Novel Workflow for Accurately and Efficiently Crowdsourcing Predicate Senses and Argument Labels	Nov 1, 2020	Semantic Role Labeling	CodeCode Available
An Evaluation of PredPatt and Open IE via Stage 1 Semantic Role Labeling	Jan 1, 2017	Common Sense ReasoningOpen Information Extraction	CodeCode Available
Glyce: Glyph-vectors for Chinese Character Representations	Jan 29, 2019	Chinese Dependency ParsingChinese Named Entity Recognition	CodeCode Available
Unsupervised Transfer of Semantic Role Models from Verbal to Nominal Domain	May 1, 2020	DecoderSemantic Role Labeling	CodeCode Available
Gold Standard Annotations for Preposition and Verb Sense with Semantic Role Labels in Adult-Child Interactions	Aug 1, 2018	Language AcquisitionPart-Of-Speech Tagging	CodeCode Available
A Full End-to-End Semantic Role Labeler, Syntax-agnostic Over Syntax-aware?	Aug 11, 2018	DecoderSemantic Role Labeling	CodeCode Available
Syntax-aware Multilingual Semantic Role Labeling	Sep 1, 2019	Semantic Role Labeling	CodeCode Available
Graph Convolutional Networks for Named Entity Recognition	Jan 1, 2017	Feature Engineeringnamed-entity-recognition	CodeCode Available
Syntax-aware Neural Semantic Role Labeling with Supertags	Mar 12, 2019	Semantic Role LabelingTAG	CodeCode Available
Syntax-aware Neural Semantic Role Labeling	Jul 22, 2019	Semantic ParsingSemantic Role Labeling	CodeCode Available
Syntax-aware Semantic Role Labeling without Parsing	Mar 1, 2019	ARCSemantic Role Labeling	CodeCode Available
Label Definitions Improve Semantic Role Labeling	Jul 1, 2022	Semantic Role LabelingSentence	CodeCode Available
Syntax-driven Approach for Semantic Role Labeling	Jun 1, 2022	POSSemantic Role Labeling	CodeCode Available
The Robotic Surgery Procedural Framebank	Jun 1, 2022	Natural Language UnderstandingSemantic Parsing	CodeCode Available
Syntax for Semantic Role Labeling, To Be, Or Not To Be	Jul 1, 2018	Dependency ParsingFeature Engineering	CodeCode Available
Large-Scale QA-SRL Parsing	May 14, 2018	Semantic Role Labeling	CodeCode Available
The Role of Semantic Parsing in Understanding Procedural Text	Feb 14, 2023	Semantic ParsingSemantic Role Labeling	CodeCode Available
High-order Semantic Role Labeling	Oct 9, 2020	Semantic Role LabelingVocal Bursts Intensity Prediction	CodeCode Available

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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