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	Score
How to best use Syntax in Semantic Role Labelling	Jun 1, 2019	Semantic Role Labeling	CodeCode Available	5
Modeling Syntactic-Semantic Dependency Correlations in Semantic Role Labeling Using Mixture Models	May 1, 2022	Semantic Role Labeling	CodeCode Available	5
Dict2vec : Learning Word Embeddings using Lexical Dictionaries	Sep 1, 2017	General ClassificationKnowledge Graphs	CodeCode Available	5
Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling	Mar 14, 2017	Semantic Role LabelingSentence	CodeCode Available	5
Capturing Argument Interaction in Semantic Role Labeling with Capsule Networks	Oct 7, 2019	Semantic Role LabelingSentence	CodeCode Available	5
A Primal Dual Formulation For Deep Learning With Constraints	Dec 1, 2019	Deep LearningEntity Typing	CodeCode Available	5
Deep Semantic Role Labeling: What Works and What's Next	Jul 1, 2017	Predicate DetectionSemantic Role Labeling	CodeCode Available	5
Character-Level Models versus Morphology in Semantic Role Labeling	May 30, 2018	Semantic Role Labeling	CodeCode Available	5
Deep Semantic Role Labeling with Self-Attention	Dec 5, 2017	GPUNatural Language Understanding	CodeCode Available	5
Probing for Predicate Argument Structures in Pretrained Language Models	May 1, 2022	Semantic Role Labeling	CodeCode Available	5
CSAGN: Conversational Structure Aware Graph Network for Conversational Semantic Role Labeling	Sep 23, 2021	Dialogue UnderstandingMulti-Task Learning	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
CogCompNLP: Your Swiss Army Knife for NLP	May 1, 2018	Semantic Role Labeling	CodeCode Available	5
Semantic Role Labeling with Associated Memory Network	Aug 5, 2019	Semantic Role LabelingSentence	CodeCode Available	5
Common Sense Bias in Semantic Role Labeling	Nov 1, 2021	Common Sense ReasoningSemantic Role Labeling	CodeCode Available	5
Semantics-aware BERT for Language Understanding	Sep 5, 2019	Language ModelingLanguage Modelling	CodeCode Available	5
Comparing Span Extraction Methods for Semantic Role Labeling	Aug 1, 2021	Semantic Role Labeling	CodeCode Available	5
Sister Help: Data Augmentation for Frame-Semantic Role Labeling	Sep 16, 2021	Data AugmentationSemantic Parsing	CodeCode Available	5
An Evaluation of PredPatt and Open IE via Stage 1 Semantic Role Labeling	Jan 1, 2017	Common Sense ReasoningOpen Information Extraction	CodeCode Available	5
An Approach for Process Model Extraction By Multi-Grained Text Classification	May 16, 2019	General ClassificationManagement	CodeCode Available	5
Syntax-aware Multilingual Semantic Role Labeling	Sep 1, 2019	Semantic Role Labeling	CodeCode Available	5
Syntax-aware Neural Semantic Role Labeling with Supertags	Mar 12, 2019	Semantic Role LabelingTAG	CodeCode Available	5
Constraining Linear-chain CRFs to Regular Languages	Jun 14, 2021	Semantic Role LabelingStructured Prediction	CodeCode Available	5
Syntax-driven Approach for Semantic Role Labeling	Jun 1, 2022	POSSemantic Role Labeling	CodeCode Available	5
A Span Selection Model for Semantic Role Labeling	Oct 4, 2018	modelSemantic Role Labeling	CodeCode Available	5

Show:10 25 50

← PrevPage 5 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