SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 351–375 of 620 papers

TitleStatusHype
Linguistic Considerations in Automatic Question Generation—0
Universal Proposition Bank 2.0—0
Local String Transduction as Sequence Labeling—0
Low-Resource Semantic Role Labeling—0
Machine Translation by Modeling Predicate-Argument Structure Transformation—0
MaltOptimizer: An Optimization Tool for MaltParser—0
Margin-based Decomposed Amortized Inference—0
MCTest: A Challenge Dataset for the Open-Domain Machine Comprehension of Text—0
MEANT 2.0: Accurate semantic MT evaluation for any output language—0
MEANTIME, the NewsReader Multilingual Event and Time Corpus—0
Memory-Based Acquisition of Argument Structures and its Application to Implicit Role Detection—0
Alignment-free Cross-lingual Semantic Role Labeling—0
Meta Sequence Learning for Generating Adequate Question-Answer Pairs—0
Micro blogs Oriented Word Segmentation System—0
Modality and Negation: An Introduction to the Special Issue—0
Modeling and Learning Semantic Co-Compositionality through Prototype Projections and Neural Networks—0
Modeling Context-sensitive Selectional Preference with Distributed Representations—0
Universal Semantic Annotator: the First Unified API for WSD, SRL and Semantic Parsing—0
Unlocking Korean Verbs: A User-Friendly Exploration into the Verb Lexicon—0
Multi-document Summarization using Semantic Role Labeling and Semantic Graph for Indonesian News Article—0
Multilingual Aliasing for Auto-Generating Proposition Banks—0
Multilingual Supervision of Semantic Annotation—0
Multimodal Frame Identification with Multilingual Evaluation—0
Multimodal Use of an Upper-Level Event Ontology—0
Multiplicative Representations for Unsupervised Semantic Role Induction—0
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All datasetsOntoNotesCoNLL 2005CoNLL05 BrownCoNLL05 WSJCoNLL12CoNLL-2009CoNLL-2012

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HeSyFuF188.59—Unverified
2CRF2o + RoBERTaF188.32—Unverified
3MRC-SRLF188.3—Unverified
4ReCAT(pretrained on wikitext103)F188—Unverified
5SRL-MM + XLNetF187.67—Unverified
6CRF2o + BERTF187.66—Unverified
7RoBERTa+RegCCRFF187.51—Unverified
8RoBERTa+CRFF187.27—Unverified
9BiLSTM-Span (Ensemble)F187—Unverified
10BiLSTM-SpanF186.2—Unverified
#ModelMetricClaimedVerifiedStatus
1MRC-SRLF190—Unverified
2SRL-MM + XLNetF189.8—Unverified
3CRF2o + RoBERTaF189.54—Unverified
4HeSyFuF189.04—Unverified
5CRF2o + BERTF189.03—Unverified
6Mohammadshahi and Henderson (2021)F188.93—Unverified
7BiLSTM-Span (Ensemble, predicates given)F188.5—Unverified
8CRF2oF187.87—Unverified
9Li et al. (2019) (Ensemble)F187.7—Unverified
10BiLSTM-SpanF187.6—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-task w/ finetuneF192.1—Unverified
2DeepStruct multi-taskF192—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-taskF195.5—Unverified
2DeepStruct multi-task w/ finetuneF195.2—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-taskF197.2—Unverified
2DeepStruct multi-task w/ finetuneF196—Unverified
#ModelMetricClaimedVerifiedStatus
1Ours (High-Order model)F1 (Arg.)90.2—Unverified
#ModelMetricClaimedVerifiedStatus
1HeSyFuAvg. F188.59—Unverified