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 251–300 of 620 papers

TitleStatusHype
Dijkstra-WSA: A Graph-Based Approach to Word Sense Alignment—0
Getting the Roles Right: Using FrameNet in NLP—0
Automatic word alignment tools to scale production of manually aligned parallel texts—0
DFKI: Multi-objective Optimization for the Joint Disambiguation of Entities and Nouns \& Deep Verb Sense Disambiguation—0
Detection of Product Comparisons - How Far Does an Out-of-the-Box Semantic Role Labeling System Take You?—0
Automatic semantic role labeling on non-revised syntactic trees of journalistic texts—0
A Joint Sequential and Relational Model for Frame-Semantic Parsing—0
A Data-Driven Approach for Semantic Role Labeling from Induced Grammar Structures in Language—0
Descending-Path Convolution Kernel for Syntactic Structures—0
Deriving Adjectival Scales from Continuous Space Word Representations—0
Automatic semantic role labeling in Ancient Greek using distributional semantic modeling—0
DerivBase.hr: A High-Coverage Derivational Morphology Resource for Croatian—0
DERE: A Task and Domain-Independent Slot Filling Framework for Declarative Relation Extraction—0
Automatic Propbank Generation for Turkish—0
Annotating and Predicting Non-Restrictive Noun Phrase Modifications—0
Dependency parsing representation effects on the accuracy of semantic applications --- an example of an inflective language—0
Automatic Morphological Enrichment of a Morphologically Underspecified Treebank—0
Dependency-Based Semantic Role Labeling using Convolutional Neural Networks—0
Dependency-Based Self-Attention for Transformer NMT—0
Automatic Generation of Multiple-Choice Questions—0
An MRC Framework for Semantic Role Labeling—0
Automatic Generation of a Lexical Resource to support Semantic Role Labeling in Portuguese—0
Automatically Identifying Implicit Arguments to Improve Argument Linking and Coherence Modeling—0
Deep RNNs Encode Soft Hierarchical Syntax—0
DeepNL: a Deep Learning NLP pipeline—0
Deep Learning on Graphs for Natural Language Processing—0
Automatically Extracting Qualia Relations for the Rich Event Ontology—0
A General-Purpose Algorithm for Constrained Sequential Inference—0
Adaptive Convolution for Semantic Role Labeling—0
Deep Learning for Chinese Word Segmentation and POS Tagging—0
Deeper syntax for better semantic parsing—0
A Unified Architecture for Semantic Role Labeling and Relation Classification—0
Decomposing Bilexical Dependencies into Semantic and Syntactic Vectors—0
An incremental model of syntactic bootstrapping—0
Debugging Frame Semantic Role Labeling—0
Data-Driven Text Simplification—0
Auditing Deep Learning processes through Kernel-based Explanatory Models—0
DAHRS: Divergence-Aware Hallucination-Remediated SRL Projection—0
CVE-driven Attack Technique Prediction with Semantic Information Extraction and a Domain-specific Language Model—0
Attentive Semantic Role Labeling with Boundary Indicator—0
An Hymn of an even Deeper Sentiment Analysis—0
Inferring Selectional Preferences from Part-Of-Speech N-grams—0
Inference is Everything: Recasting Semantic Resources into a Unified Evaluation Framework—0
Inducing Semantic Representation from Text by Jointly Predicting and Factorizing Relations—0
CROWD-IN-THE-LOOP: A Hybrid Approach for Annotating Semantic Roles—0
Inducing Script Structure from Crowdsourced Event Descriptions via Semi-Supervised Clustering—0
Inducing Implicit Arguments from Comparable Texts: A Framework and Its Applications—0
Cross Sentence Inference for Process Knowledge—0
A System for Building FrameNet-like Corpus for the Biomedical Domain—0
Incremental Semantic Role Labeling with Tree Adjoining Grammar—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