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 126–150 of 620 papers

Title	Date	Tasks	Status	Score
Context-aware Frame-Semantic Role Labeling	Jan 1, 2015	Question AnsweringScene Generation	CodeCode Available	5
Deep Semantic Role Labeling: What Works and What's Next	Jul 1, 2017	Predicate DetectionSemantic Role Labeling	CodeCode Available	5
An Approach for Process Model Extraction By Multi-Grained Text Classification	May 16, 2019	General ClassificationManagement	CodeCode Available	5
Deep Semantic Role Labeling with Self-Attention	Dec 5, 2017	GPUNatural Language Understanding	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 Span Selection Model for Semantic Role Labeling	Oct 4, 2018	modelSemantic 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
Dependency or Span, End-to-End Uniform Semantic Role Labeling	Jan 16, 2019	Model OptimizationSemantic Role Labeling	CodeCode Available	5
Creation of a Balanced State-of-the-Art Multilayer Corpus for NLU	May 1, 2018	Abstractive Text SummarizationCoreference Resolution	CodeCode Available	5
Effectively Leveraging CLIP for Generating Situational Summaries of Images and Videos	Jul 30, 2024	Semantic Role LabelingVideo Captioning	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
Learning Semantic Role Labeling from Compatible Label Sequences	May 24, 2023	Domain GeneralizationSemantic Role Labeling	CodeCode Available	5
Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling	Mar 14, 2017	Semantic Role LabelingSentence	CodeCode Available	5
Semantic Role Labeling Guided Out-of-distribution Detection	May 29, 2023	Out-of-Distribution DetectionSemantic Role Labeling	CodeCode Available	5
context2vec: Learning Generic Context Embedding with Bidirectional LSTM	Aug 1, 2016	ChunkingCoreference Resolution	—Unverified	0
Constructing Holistic Spatio-Temporal Scene Graph for Video Semantic Role Labeling	Aug 9, 2023	Semantic Role Labeling	—Unverified	0
A Shortest-path Method for Arc-factored Semantic Role Labeling	Oct 1, 2014	ARCSemantic Role Labeling	—Unverified	0
AnCora-UPF: A Multi-Level Annotation of Spanish	Aug 1, 2013	Abstractive Text SummarizationSemantic Role Labeling	—Unverified	0
Concept-based Selectional Preferences and Distributional Representations from Wikipedia Articles	May 1, 2012	ArticlesSemantic Role Labeling	—Unverified	0
Computing Word Classes Using Spectral Clustering	Aug 16, 2018	ClusteringDependency Parsing	—Unverified	0
A Sequence-to-Sequence Model for Semantic Role Labeling	Jul 9, 2018	BenchmarkingSemantic Role Labeling	—Unverified	0
Computational linking theory	Oct 8, 2016	Semantic ParsingSemantic Role Labeling	—Unverified	0
Computational Frameworks for Supporting Textual Inference	Nov 1, 2013	Semantic Role Labeling	—Unverified	0
A Semantics-based Approach to Disclosure Classification in User-Generated Online Content	Nov 1, 2020	Semantic Role Labelingtext-classification	—Unverified	0
An Argument-Marker Model for Syntax-Agnostic Proto-Role Labeling	Feb 4, 2019	Semantic Role Labeling	—Unverified	0

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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