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	Hype
Encoding Syntactic Constituency Paths for Frame-Semantic Parsing with Graph Convolutional Networks	Nov 26, 2020	Semantic ParsingSemantic Role Labeling	—Unverified	0
CLAR: A Cross-Lingual Argument Regularizer for Semantic Role Labeling	Nov 9, 2020	Semantic Role LabelingSentence	—Unverified	0
Experiencers, Stimuli, or Targets: Which Semantic Roles Enable Machine Learning to Infer the Emotions?	Nov 3, 2020	BIG-bench Machine LearningClassification	—Unverified	0
A Semantics-based Approach to Disclosure Classification in User-Generated Online Content	Nov 1, 2020	Semantic Role Labelingtext-classification	—Unverified	0
LIMIT-BERT : Linguistics Informed Multi-Task BERT	Nov 1, 2020	Language ModelingLanguage Modelling	CodeCode Available	0
A Novel Workflow for Accurately and Efficiently Crowdsourcing Predicate Senses and Argument Labels	Nov 1, 2020	Semantic Role Labeling	CodeCode Available	0
Alignment-free Cross-lingual Semantic Role Labeling	Nov 1, 2020	Machine TranslationMultilingual Word Embeddings	—Unverified	0
Generating Adequate Distractors for Multiple-Choice Questions	Oct 23, 2020	FormMultiple-choice	—Unverified	0
Semantic Role Labeling as Syntactic Dependency Parsing	Oct 21, 2020	Dependency ParsingSemantic Role Labeling	CodeCode Available	1
Joint Semantic Analysis with Document-Level Cross-Task Coherence Rewards	Oct 12, 2020	coreference-resolutionCoreference Resolution	CodeCode Available	0
High-order Semantic Role Labeling	Oct 9, 2020	Semantic Role LabelingVocal Bursts Intensity Prediction	CodeCode Available	0
SRLGRN: Semantic Role Labeling Graph Reasoning Network	Oct 7, 2020	Multi-hop Question AnsweringQuestion Answering	CodeCode Available	1
An Exploration of Arbitrary-Order Sequence Labeling via Energy-Based Inference Networks	Oct 6, 2020	Machine TranslationRepresentation Learning	CodeCode Available	0
X-SRL: A Parallel Cross-Lingual Semantic Role Labeling Dataset	Oct 5, 2020	Machine TranslationSemantic Role Labeling	CodeCode Available	1
Meta Sequence Learning for Generating Adequate Question-Answer Pairs	Oct 4, 2020	Multiple-choicenamed-entity-recognition	—Unverified	0
Semantic Role Labeling Guided Multi-turn Dialogue ReWriter	Oct 3, 2020	Dialogue RewritingSemantic Role Labeling	—Unverified	0
基于Self-Attention的句法感知汉语框架语义角色标注(Syntax-Aware Chinese Frame Semantic Role Labeling Based on Self-Attention)	Oct 1, 2020	Semantic Role Labeling	—Unverified	0
InVeRo: Making Semantic Role Labeling Accessible with Intelligible Verbs and Roles	Oct 1, 2020	Semantic Role Labeling	—Unverified	0
Beyond The Text: Analysis of Privacy Statements through Syntactic and Semantic Role Labeling	Oct 1, 2020	Question AnsweringSemantic Role Labeling	—Unverified	0
Interpreting Graph Neural Networks for NLP With Differentiable Edge Masking	Oct 1, 2020	Question AnsweringSemantic Role Labeling	CodeCode Available	1
N-LTP: An Open-source Neural Language Technology Platform for Chinese	Sep 24, 2020	Chinese Word SegmentationDependency Parsing	CodeCode Available	3
Compositional and Lexical Semantics in RoBERTa, BERT and DistilBERT: A Case Study on CoQA	Sep 17, 2020	Conversational Question AnsweringNegation	—Unverified	0
High-order Refining for End-to-end Chinese Semantic Role Labeling	Sep 15, 2020	AllChinese Semantic Role Labeling	—Unverified	0
Syntax Role for Neural Semantic Role Labeling	Sep 12, 2020	Semantic Role LabelingSentence	—Unverified	0
Cross-lingual Transfer Learning for Semantic Role Labeling in Russian	Sep 1, 2020	Cross-Lingual TransferSemantic 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