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 226–250 of 620 papers

TitleStatusHype
Filling Conversation Ellipsis for Better Social Dialog Understanding—0
Align, Disambiguate and Walk: A Unified Approach for Measuring Semantic Similarity—0
Domain Adaptation of SRL Systems for Biological Processes—0
Find the word that does not belong: A Framework for an Intrinsic Evaluation of Word Vector Representations—0
Fine-tuning and Sampling Strategies for Multimodal Role Labeling of Entities under Class Imbalance—0
Docforia: A Multilayer Document Model—0
First steps towards a Predicate Matrix—0
Focusing Annotation for Semantic Role Labeling—0
Forest Reranking through Subtree Ranking—0
Distributed Representations for Unsupervised Semantic Role Labeling—0
FrameFOR -- Uma Base de Conhecimento de Frames Sem\^anticos para Per\' de Inform\'atica (FrameFOR - a Knowledge Base of Semantic Frames for Digital Forensics)[In Portuguese]—0
FrameIt: Ontology Discovery for Noisy User-Generated Text—0
FrameNet on the Way to Babel: Creating a Bilingual FrameNet Using Wiktionary as Interlingual Connection—0
Frame-Semantic Role Labeling with Heterogeneous Annotations—0
Frame Semantics across Languages: Towards a Multilingual FrameNet—0
Framework of Semantic Role Assignment based on Extended Lexical Conceptual Structure: Comparison with VerbNet and FrameNet—0
FRASE: Structured Representations for Generalizable SPARQL Query Generation—0
Friend-training: Learning from Models of Different but Related Tasks—0
From Natural Language Specifications to Program Input Parsers—0
From Textual Information Sources to Linked Data in the Agatha Project—0
Annotating Temporally-Anchored Spatial Knowledge by Leveraging Syntactic Dependencies—0
Dijkstra-WSA: A Graph-Based Approach to Word Sense Alignment—0
Generating High Quality Proposition Banks for Multilingual Semantic Role Labeling—0
Generating Training Data for Semantic Role Labeling based on Label Transfer from Linked Lexical Resources—0
Automatic word alignment tools to scale production of manually aligned parallel 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