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 51–75 of 620 papers

Title	Date	Tasks	Status	Score
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	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
A Random Walk Approach to Selectional Preferences Based on Preference Ranking and Propagation	Aug 1, 2013	Collaborative FilteringNatural Language Inference	CodeCode Available	5
A Primal Dual Formulation For Deep Learning With Constraints	Dec 1, 2019	Deep LearningEntity Typing	CodeCode Available	5
End-to-end Semantic Role Labeling with Neural Transition-based Model	Jan 2, 2021	Semantic Role Labeling	CodeCode Available	5
Extracting Entities of Interest from Comparative Product Reviews	Oct 31, 2023	Semantic Role Labeling	CodeCode Available	5
Generalizing Natural Language Analysis through Span-relation Representations	Nov 10, 2019	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	5
Effectively Leveraging CLIP for Generating Situational Summaries of Images and Videos	Jul 30, 2024	Semantic Role LabelingVideo Captioning	CodeCode Available	5
Encoder-decoder based unified semantic role labeling with label-aware syntax	May 18, 2021	DecoderSemantic Role Labeling	CodeCode Available	5
High-order Semantic Role Labeling	Oct 9, 2020	Semantic Role LabelingVocal Bursts Intensity Prediction	CodeCode Available	5
Discovering collective narratives shifts in online discussions	Jul 17, 2023	Change Point DetectionDecision Making	CodeCode Available	5
A Simple and Accurate Syntax-Agnostic Neural Model for Dependency-based Semantic Role Labeling	Jan 10, 2017	Semantic Role Labeling	CodeCode Available	5
Graph Convolutions over Constituent Trees for Syntax-Aware Semantic Role Labeling	Sep 21, 2019	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
Extracting Victim Counts from Text	Feb 23, 2023	Dependency ParsingHumanitarian	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
Demonyms and Compound Relational Nouns in Nominal Open IE	Jun 1, 2016	Open Information ExtractionSemantic Role Labeling	CodeCode Available	5
Deep Semantic Role Labeling: What Works and What's Next	Jul 1, 2017	Predicate DetectionSemantic Role Labeling	CodeCode Available	5
Annotating FrameNet via Structure-Conditioned Language Generation	Jun 7, 2024	Data AugmentationSemantic Role Labeling	CodeCode Available	5
Deep Semantic Role Labeling with Self-Attention	Dec 5, 2017	GPUNatural Language Understanding	CodeCode Available	5
Controlled Crowdsourcing for High-Quality QA-SRL Annotation	Nov 8, 2019	Semantic Role LabelingVocal Bursts Intensity Prediction	CodeCode Available	5
CSAGN: Conversational Structure Aware Graph Network for Conversational Semantic Role Labeling	Sep 23, 2021	Dialogue UnderstandingMulti-Task Learning	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
A Full End-to-End Semantic Role Labeler, Syntax-agnostic Over Syntax-aware?	Aug 11, 2018	DecoderSemantic Role Labeling	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