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 76–100 of 620 papers

Title	Date	Tasks	Status	Score
Annotating FrameNet via Structure-Conditioned Language Generation	Jun 7, 2024	Data AugmentationSemantic Role Labeling	CodeCode Available	5
Frame- and Entity-Based Knowledge for Common-Sense Argumentative Reasoning	Nov 1, 2018	Argument MiningCommon Sense Reasoning	CodeCode Available	5
High-order Semantic Role Labeling	Oct 9, 2020	Semantic Role LabelingVocal Bursts Intensity Prediction	CodeCode Available	5
Enhancing Opinion Role Labeling with Semantic-Aware Word Representations from Semantic Role Labeling	Jun 1, 2019	Fine-Grained Opinion AnalysisOpinion Mining	CodeCode Available	5
Encoder-decoder based unified semantic role labeling with label-aware syntax	May 18, 2021	DecoderSemantic Role Labeling	CodeCode Available	5
Discovering collective narratives shifts in online discussions	Jul 17, 2023	Change Point DetectionDecision Making	CodeCode Available	5
A Unified Syntax-aware Framework for Semantic Role Labeling	Oct 1, 2018	Machine TranslationQuestion Answering	CodeCode Available	5
Effectively Leveraging CLIP for Generating Situational Summaries of Images and Videos	Jul 30, 2024	Semantic Role LabelingVideo Captioning	CodeCode Available	5
Extracting Entities of Interest from Comparative Product Reviews	Oct 31, 2023	Semantic Role Labeling	CodeCode Available	5
Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling	Mar 14, 2017	Semantic Role LabelingSentence	CodeCode Available	5
End-to-end Semantic Role Labeling with Neural Transition-based Model	Jan 2, 2021	Semantic Role Labeling	CodeCode Available	5
Demonyms and Compound Relational Nouns in Nominal Open IE	Jun 1, 2016	Open Information ExtractionSemantic Role Labeling	CodeCode Available	5
Extracting Victim Counts from Text	Feb 23, 2023	Dependency ParsingHumanitarian	CodeCode Available	5
Deep Semantic Role Labeling: What Works and What's Next	Jul 1, 2017	Predicate DetectionSemantic Role Labeling	CodeCode Available	5
A Full End-to-End Semantic Role Labeler, Syntax-agnostic Over Syntax-aware?	Aug 11, 2018	DecoderSemantic Role Labeling	CodeCode Available	5
Deep Semantic Role Labeling with Self-Attention	Dec 5, 2017	GPUNatural Language Understanding	CodeCode Available	5
An Exploration of Arbitrary-Order Sequence Labeling via Energy-Based Inference Networks	Oct 6, 2020	Machine TranslationRepresentation Learning	CodeCode Available	5
A Novel Workflow for Accurately and Efficiently Crowdsourcing Predicate Senses and Argument Labels	Nov 1, 2020	Semantic Role Labeling	CodeCode Available	5
Glyce: Glyph-vectors for Chinese Character Representations	Jan 29, 2019	Chinese Dependency ParsingChinese Named Entity Recognition	CodeCode Available	5
CSAGN: Conversational Structure Aware Graph Network for Conversational Semantic Role Labeling	Sep 23, 2021	Dialogue UnderstandingMulti-Task Learning	CodeCode Available	5
A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role Labeling	Nov 12, 2019	Chinese Semantic Role LabelingMulti-Task Learning	CodeCode Available	5
How to best use Syntax in Semantic Role Labelling	Jun 1, 2019	Semantic Role Labeling	CodeCode Available	5
Controlled Crowdsourcing for High-Quality QA-SRL Annotation	Nov 8, 2019	Semantic Role LabelingVocal Bursts Intensity Prediction	CodeCode Available	5
Dependency or Span, End-to-End Uniform Semantic Role Labeling	Jan 16, 2019	Model OptimizationSemantic Role Labeling	CodeCode Available	5
Constraining Linear-chain CRFs to Regular Languages	Jun 14, 2021	Semantic Role LabelingStructured Prediction	CodeCode Available	5

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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