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 526–550 of 620 papers

TitleStatusHype
Transducing Sentences to Syntactic Feature Vectors: an Alternative Way to ``Parse''?—0
Wordnet-Based Cross-Language Identification of Semantic Relations—0
AnCora-UPF: A Multi-Level Annotation of Spanish—0
The CoNLL-2013 Shared Task on Grammatical Error Correction—0
Better Word Representations with Recursive Neural Networks for Morphology—0
Align, Disambiguate and Walk: A Unified Approach for Measuring Semantic Similarity—0
Semantic Roles for String to Tree Machine Translation—0
Supervised Model Learning with Feature Grouping based on a Discrete Constraint—0
Argument Inference from Relevant Event Mentions in Chinese Argument Extraction—0
A Random Walk Approach to Selectional Preferences Based on Preference Ranking and PropagationCode0
FrameNet on the Way to Babel: Creating a Bilingual FrameNet Using Wiktionary as Interlingual Connection—0
From Natural Language Specifications to Program Input Parsers—0
Handling Ambiguities of Bilingual Predicate-Argument Structures for Statistical Machine Translation—0
HYENA-live: Fine-Grained Online Entity Type Classification from Natural-language Text—0
ImpAr: A Deterministic Algorithm for Implicit Semantic Role Labelling—0
Improved Lexical Acquisition through DPP-based Verb Clustering—0
Integrating Multiple Dependency Corpora for Inducing Wide-coverage Japanese CCG Resources—0
Cross-lingual Transfer of Semantic Role Labeling Models—0
Margin-based Decomposed Amortized Inference—0
Adapting Discriminative Reranking to Grounded Language Learning—0
Advancements in Reordering Models for Statistical Machine Translation—0
Parsing with Compositional Vector Grammars—0
Identifying Pronominal Verbs: Towards Automatic Disambiguation of the Clitic `se' in Portuguese—0
UMCC\_DLSI: Textual Similarity based on Lexical-Semantic features—0
Automatically Identifying Implicit Arguments to Improve Argument Linking and Coherence Modeling—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