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	Hype
Fast and Accurate Span-based Semantic Role Labeling as Graph Parsing	Jan 16, 2022	Semantic Role LabelingSentence	—Unverified	0
Fast and Accurate End-to-End Span-based Semantic Role Labeling as Word-based Graph Parsing	Dec 6, 2021	Chinese Word Segmentationnamed-entity-recognition	CodeCode Available	1
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	0
Learning Disentangled Representations in Natural Language Definitions with Semantic Role Labeling Supervision	Nov 16, 2021	DisentanglementSemantic Role Labeling	—Unverified	0
AMRize, then Parse! Enhancing AMR Parsing with PseudoAMR Data	Nov 16, 2021	Abstract Meaning RepresentationAMR Parsing	—Unverified	0
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments	Nov 16, 2021	Dependency ParsingSemantic Role Labeling	—Unverified	0
Zero-shot Cross-lingual Conversational Semantic Role Labeling	Nov 16, 2021	Response GenerationSemantic Role Labeling	—Unverified	0
Remove Noise and Keep Truth: A Noisy Channel Model for Semantic Role Labeling	Nov 16, 2021	Semantic Role Labeling	—Unverified	0
Syntax in End-to-End Natural Language Processing	Nov 1, 2021	Machine TranslationNMT	—Unverified	0
Common Sense Bias in Semantic Role Labeling	Nov 1, 2021	Common Sense ReasoningSemantic Role Labeling	CodeCode Available	0
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	0
InVeRo-XL: Making Cross-Lingual Semantic Role Labeling Accessible with Intelligible Verbs and Roles	Nov 1, 2021	Semantic Role LabelingSentence	—Unverified	0
On the Benefit of Syntactic Supervision for Cross-lingual Transfer in Semantic Role Labeling	Nov 1, 2021	Cross-Lingual TransferSemantic Role Labeling	CodeCode Available	0
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	0
Can predicate-argument relationships be extracted from UD trees?	Nov 1, 2021	Question AnsweringSemantic Role Labeling	—Unverified	0
Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments	Oct 13, 2021	Dependency ParsingSemantic Role Labeling	CodeCode Available	1
Interpretable Semantic Role Relation Table for Supporting Facts Recognition of Reading Comprehension	Sep 29, 2021	Machine Reading ComprehensionReading Comprehension	—Unverified	0
Text Simplification for Comprehension-based Question-Answering	Sep 28, 2021	Machine TranslationQuestion Answering	CodeCode Available	0
A Graph-Based Neural Model for End-to-End Frame Semantic Parsing	Sep 25, 2021	graph constructionSemantic Parsing	CodeCode Available	1
CSAGN: Conversational Structure Aware Graph Network for Conversational Semantic Role Labeling	Sep 23, 2021	Dialogue UnderstandingMulti-Task Learning	CodeCode Available	0
Finding a Balanced Degree of Automation for Summary Evaluation	Sep 23, 2021	Natural Language InferenceSemantic Role Labeling	CodeCode Available	1
Sister Help: Data Augmentation for Frame-Semantic Role Labeling	Sep 16, 2021	Data AugmentationSemantic Parsing	CodeCode Available	0
Improving Unsupervised Question Answering via Summarization-Informed Question Generation	Sep 16, 2021	ArticlesDependency Parsing	—Unverified	0
An MRC Framework for Semantic Role Labeling	Sep 14, 2021	Computational EfficiencyMachine Reading Comprehension	CodeCode Available	1
ELIT: Emory Language and Information Toolkit	Sep 8, 2021	AMR ParsingConstituency Parsing	CodeCode Available	1

Show:10 25 50

← PrevPage 4 of 25Next →

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