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 526–550 of 620 papers

Title	Date	Tasks	Status
Sentence Parsing with Double Sequential Labeling in Traditional Chinese Parsing Task	Dec 1, 2012	ChunkingSemantic Role Labeling	—Unverified
Sentence Simplification by Monolingual Machine Translation	Jul 1, 2012	Machine TranslationSemantic Role Labeling	—Unverified
Similarity-Driven Semantic Role Induction via Graph Partitioning	Sep 1, 2014	graph partitioningSemantic Role Labeling	—Unverified
Dict2vec : Learning Word Embeddings using Lexical Dictionaries	Sep 1, 2017	General ClassificationKnowledge Graphs	CodeCode Available
Simple BERT Models for Relation Extraction and Semantic Role Labeling	Apr 10, 2019	RelationRelation Extraction	CodeCode Available
Discovering collective narratives shifts in online discussions	Jul 17, 2023	Change Point DetectionDecision Making	CodeCode Available
Sister Help: Data Augmentation for Frame-Semantic Role Labeling	Sep 16, 2021	Data AugmentationSemantic Parsing	CodeCode Available
Creation of a Balanced State-of-the-Art Multilayer Corpus for NLU	May 1, 2018	Abstractive Text SummarizationCoreference Resolution	CodeCode Available
Learning Semantic Role Labeling from Compatible Label Sequences	May 24, 2023	Domain GeneralizationSemantic Role Labeling	CodeCode Available
Situation Recognition: Visual Semantic Role Labeling for Image Understanding	Jun 1, 2016	Activity RecognitionGrounded Situation Recognition	CodeCode Available
Dependency or Span, End-to-End Uniform Semantic Role Labeling	Jan 16, 2019	Model OptimizationSemantic Role Labeling	CodeCode Available
LemmaTag: Jointly Tagging and Lemmatizing for Morphologically Rich Languages with BRNNs	Oct 1, 2018	LemmatizationMachine Translation	CodeCode Available
Graph Convolutions over Constituent Trees for Syntax-Aware Semantic Role Labeling	Sep 21, 2019	Semantic Role Labeling	CodeCode Available
Effectively Leveraging CLIP for Generating Situational Summaries of Images and Videos	Jul 30, 2024	Semantic Role LabelingVideo Captioning	CodeCode Available
Polyglot Contextual Representations Improve Crosslingual Transfer	Feb 26, 2019	Dependency ParsingLanguage Modeling	CodeCode Available
LIMIT-BERT : Linguistics Informed Multi-Task BERT	Nov 1, 2020	Language ModelingLanguage Modelling	CodeCode Available
Demonyms and Compound Relational Nouns in Nominal Open IE	Jun 1, 2016	Open Information ExtractionSemantic Role Labeling	CodeCode Available
Linguistically-Informed Self-Attention for Semantic Role Labeling	Apr 23, 2018	Dependency ParsingMulti-Task Learning	CodeCode Available
Encoder-decoder based unified semantic role labeling with label-aware syntax	May 18, 2021	DecoderSemantic Role Labeling	CodeCode Available
How to best use Syntax in Semantic Role Labelling	Jun 1, 2019	Semantic Role Labeling	CodeCode Available
Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling	Mar 14, 2017	Semantic Role LabelingSentence	CodeCode Available
Zero-shot Cross-lingual Conversational Semantic Role Labeling	Apr 11, 2022	Response GenerationSemantic Role Labeling	CodeCode Available
LINSPECTOR: Multilingual Probing Tasks for Word Representations	Mar 22, 2019	Dependency Parsingnamed-entity-recognition	CodeCode Available
Building a Hebrew Semantic Role Labeling Lexical Resource from Parallel Movie Subtitles	May 17, 2020	Morphological AnalysisSemantic Role Labeling	CodeCode Available
End-to-end Semantic Role Labeling with Neural Transition-based Model	Jan 2, 2021	Semantic Role Labeling	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