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 451–475 of 620 papers

Title	Date	Tasks	Status
A Neural Network Approach to Selectional Preference Acquisition	Oct 1, 2014	Semantic Role LabelingSemantic Textual Similarity	—Unverified
Probabilistic Models of Cross-Lingual Semantic Similarity in Context Based on Latent Cross-Lingual Concepts Induced from Comparable Data	Oct 1, 2014	Information RetrievalMachine Translation	—Unverified
Incremental Semantic Role Labeling with Tree Adjoining Grammar	Oct 1, 2014	Language ModellingMachine Translation	—Unverified
An Unsupervised Model for Instance Level Subcategorization Acquisition	Oct 1, 2014	Machine Translationmodel	—Unverified
A Shortest-path Method for Arc-factored Semantic Role Labeling	Oct 1, 2014	ARCSemantic Role Labeling	—Unverified
Multi-Predicate Semantic Role Labeling	Oct 1, 2014	Machine TranslationSemantic Parsing	—Unverified
Similarity-Driven Semantic Role Induction via Graph Partitioning	Sep 1, 2014	graph partitioningSemantic Role Labeling	—Unverified
Obituary: Charles J. Fillmore	Sep 1, 2014	Machine TranslationSemantic Role Labeling	—Unverified
Nerdle: Topic-Specific Question Answering Using Wikia Seeds	Aug 1, 2014	Question AnsweringSemantic Role Labeling	—Unverified
Predicate-Argument Structure Analysis with Zero-Anaphora Resolution for Dialogue Systems	Aug 1, 2014	Dialogue ManagementSemantic Role Labeling	—Unverified
Cross-lingual Discourse Relation Analysis: A corpus study and a semi-supervised classification system	Aug 1, 2014	General ClassificationMachine Translation	—Unverified
High Performance Word Sense Alignment by Joint Modeling of Sense Distance and Gloss Similarity	Aug 1, 2014	Semantic Role LabelingWord Sense Disambiguation	—Unverified
RED: A Reference Dependency Based MT Evaluation Metric	Aug 1, 2014	Machine TranslationSemantic Role Labeling	—Unverified
Using Morphosemantic Information in Construction of a Pilot Lexical Semantic Resource for Turkish	Aug 1, 2014	Semantic Role LabelingWord Sense Disambiguation	—Unverified
Comparing Czech and English AMRs	Aug 1, 2014	Abstract Meaning RepresentationSemantic Role Labeling	—Unverified
UIO-Lien: Entailment Recognition using Minimal Recursion Semantics	Aug 1, 2014	Dependency ParsingNatural Language Inference	—Unverified
Priberam: A Turbo Semantic Parser with Second Order Features	Aug 1, 2014	Dependency ParsingSemantic Parsing	—Unverified
Copenhagen-Malm\"o: Tree Approximations of Semantic Parsing Problems	Aug 1, 2014	Semantic ParsingSemantic Role Labeling	—Unverified
The descriptive approaches of the verb in Linguistics, Terminology and NLP (Les mod\`eles de description du verbe dans les travaux de Linguistique, Terminologie et TAL) [in French]	Jul 1, 2014	DescriptiveSemantic Role Labeling	—Unverified
Using distributed word representations for robust semantic role labeling (Utilisation de repr\'esentations de mots pour l'\'etiquetage de r\^oles s\'emantiques suivant FrameNet) [in French]	Jul 1, 2014	Semantic Role Labeling	—Unverified
A Semantic Approach to Summarization	Jun 4, 2014	Semantic Role LabelingSentence	—Unverified
Semantic Role Labeling of Emotions in Tweets	Jun 1, 2014	Emotion RecognitionSemantic Role Labeling	—Unverified
SemLink+: FrameNet, VerbNet and Event Ontologies	Jun 1, 2014	Semantic Role Labeling	—Unverified
Verbal Valency Frame Detection and Selection in Czech and English	Jun 1, 2014	Predicate DetectionSemantic Role Labeling	—Unverified
Statistical Models for Frame-Semantic Parsing	Jun 1, 2014	Semantic ParsingSemantic Role Labeling	—Unverified

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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