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 51–75 of 620 papers

TitleStatusHype
Advancements in Reordering Models for Statistical Machine Translation—0
Automatic semantic role labeling in Ancient Greek using distributional semantic modeling—0
Argument Inference from Relevant Event Mentions in Chinese Argument Extraction—0
AMRize, then Parse! Enhancing AMR Parsing with PseudoAMR Data—0
Argument Linking: A Survey and Forecast—0
A Robust Approach to Aligning Heterogeneous Lexical Resources—0
A Semantic Approach to Summarization—0
A Semantic Role-based Approach to Open-Domain Automatic Question Generation—0
A Semantics-based Approach to Disclosure Classification in User-Generated Online Content—0
A Sequence-to-Sequence Model for Semantic Role Labeling—0
A Shortest-path Method for Arc-factored Semantic Role Labeling—0
AnCora-UPF: A Multi-Level Annotation of Spanish—0
Active Data Sampling and Generation for Bias Remediation—0
A Progressive Learning Approach to Chinese SRL Using Heterogeneous Data—0
A Dual-Layer Semantic Role Labeling System—0
Automatic Morphological Enrichment of a Morphologically Underspecified Treebank—0
Applying Collocation Segmentation to the ACL Anthology Reference Corpus—0
A Pilot PropBank Annotation for Quranic Arabic—0
Alignment-free Cross-lingual Semantic Role Labeling—0
Any-language frame-semantic parsing—0
An Unsupervised Model for Instance Level Subcategorization Acquisition—0
Aligning Opinions: Cross-Lingual Opinion Mining with Dependencies—0
A Distant Supervision Approach to Semantic Role Labeling—0
Automatic Propbank Generation for Turkish—0
Automatic semantic role labeling on non-revised syntactic trees of journalistic texts—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