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 101–125 of 620 papers

Title	Date	Tasks	Status
Findings of the CONSTRAINT 2022 Shared Task on Detecting the Hero, the Villain, and the Victim in Memes	May 1, 2022	Semantic Role Labeling	—Unverified
Fine-tuning and Sampling Strategies for Multimodal Role Labeling of Entities under Class Imbalance	May 1, 2022	Semantic Role Labeling	—Unverified
Modeling Syntactic-Semantic Dependency Correlations in Semantic Role Labeling Using Mixture Models	May 1, 2022	Semantic Role Labeling	CodeCode Available
Probing for Predicate Argument Structures in Pretrained Language Models	May 1, 2022	Semantic Role Labeling	CodeCode Available
Zero-shot Cross-lingual Conversational Semantic Role Labeling	Apr 11, 2022	Response GenerationSemantic Role Labeling	CodeCode Available
Toward Automatic Misinformation Detection Utilizing Fact-checked Information	Jan 16, 2022	Fact CheckingMisinformation	—Unverified
Fast and Accurate Span-based Semantic Role Labeling as Graph Parsing	Jan 16, 2022	Semantic Role LabelingSentence	—Unverified
An MRC Framework for Semantic Role Labeling	Jan 16, 2022	Computational EfficiencyMachine Reading Comprehension	—Unverified
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP	Nov 18, 2021	Dependency ParsingPart-Of-Speech Tagging	—Unverified
AMRize, then Parse! Enhancing AMR Parsing with PseudoAMR Data	Nov 16, 2021	Abstract Meaning RepresentationAMR Parsing	—Unverified
Learning Disentangled Representations in Natural Language Definitions with Semantic Role Labeling Supervision	Nov 16, 2021	DisentanglementSemantic Role Labeling	—Unverified
Zero-shot Cross-lingual Conversational Semantic Role Labeling	Nov 16, 2021	Response GenerationSemantic Role Labeling	—Unverified
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments	Nov 16, 2021	Dependency ParsingSemantic Role Labeling	—Unverified
Remove Noise and Keep Truth: A Noisy Channel Model for Semantic Role Labeling	Nov 16, 2021	Semantic Role Labeling	—Unverified
Context or No Context? A preliminary exploration of human-in-the-loop approach for Incremental Temporal Summarization in meetings	Nov 1, 2021	Keyphrase ExtractionSemantic Role Labeling	—Unverified
InVeRo-XL: Making Cross-Lingual Semantic Role Labeling Accessible with Intelligible Verbs and Roles	Nov 1, 2021	Semantic Role LabelingSentence	—Unverified
On the Benefit of Syntactic Supervision for Cross-lingual Transfer in Semantic Role Labeling	Nov 1, 2021	Cross-Lingual TransferSemantic Role Labeling	—Unverified
Common Sense Bias in Semantic Role Labeling	Nov 1, 2021	Common Sense ReasoningSemantic Role Labeling	CodeCode Available
UniteD-SRL: A Unified Dataset for Span- and Dependency-Based Multilingual and Cross-Lingual Semantic Role Labeling	Nov 1, 2021	Cross-Lingual TransferSemantic Role Labeling	CodeCode Available
Can predicate-argument relationships be extracted from UD trees?	Nov 1, 2021	Question AnsweringSemantic Role Labeling	—Unverified
Syntax in End-to-End Natural Language Processing	Nov 1, 2021	Machine TranslationNMT	—Unverified
Interpretable Semantic Role Relation Table for Supporting Facts Recognition of Reading Comprehension	Sep 29, 2021	Machine Reading ComprehensionReading Comprehension	—Unverified
Text Simplification for Comprehension-based Question-Answering	Sep 28, 2021	Machine TranslationQuestion Answering	CodeCode Available
CSAGN: Conversational Structure Aware Graph Network for Conversational Semantic Role Labeling	Sep 23, 2021	Dialogue UnderstandingMulti-Task Learning	CodeCode Available
Sister Help: Data Augmentation for Frame-Semantic Role Labeling	Sep 16, 2021	Data AugmentationSemantic Parsing	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