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 151–200 of 620 papers

TitleStatusHype
CVE-driven Attack Technique Prediction with Semantic Information Extraction and a Domain-specific Language Model—0
DAHRS: Divergence-Aware Hallucination-Remediated SRL Projection—0
Data-Driven Text Simplification—0
Debugging Frame Semantic Role Labeling—0
Cross-Lingual Transfer of Semantic Roles: From Raw Text to Semantic Roles—0
Cross-lingual Transfer of Semantic Role Labeling Models—0
Deeper syntax for better semantic parsing—0
Deep Learning for Chinese Word Segmentation and POS Tagging—0
An Exact Dual Decomposition Algorithm for Shallow Semantic Parsing with Constraints—0
DeepNL: a Deep Learning NLP pipeline—0
Cross-lingual Transfer Learning for Semantic Role Labeling in Russian—0
Deep RNNs Encode Soft Hierarchical Syntax—0
Cross-Lingual SRL Based upon Universal Dependencies—0
A Study on Bootstrapping Bilingual Vector Spaces from Non-Parallel Data (and Nothing Else)—0
Automatic Generation of a Lexical Resource to support Semantic Role Labeling in Portuguese—0
A Bayesian Approach to Unsupervised Semantic Role Induction—0
Evaluating Inter-Annotator Agreement on Historical Spelling Normalization—0
Dependency-Based Semantic Role Labeling using Convolutional Neural Networks—0
Automatic Morphological Enrichment of a Morphologically Underspecified Treebank—0
Dependency parsing representation effects on the accuracy of semantic applications --- an example of an inflective language—0
DERE: A Task and Domain-Independent Slot Filling Framework for Declarative Relation Extraction—0
DerivBase.hr: A High-Coverage Derivational Morphology Resource for Croatian—0
Deriving Adjectival Scales from Continuous Space Word Representations—0
Descending-Path Convolution Kernel for Syntactic Structures—0
Detection of Product Comparisons - How Far Does an Out-of-the-Box Semantic Role Labeling System Take You?—0
DFKI: Multi-objective Optimization for the Joint Disambiguation of Entities and Nouns \& Deep Verb Sense Disambiguation—0
Automatic word alignment tools to scale production of manually aligned parallel texts—0
Dijkstra-WSA: A Graph-Based Approach to Word Sense Alignment—0
Event Detection and Co-reference with Minimal Supervision—0
Distributed Representations for Unsupervised Semantic Role Labeling—0
Docforia: A Multilayer Document Model—0
Domain Adaptation of SRL Systems for Biological Processes—0
Cross-lingual Semantic Role Labeling with Model Transfer—0
A Study of Imitation Learning Methods for Semantic Role Labeling—0
Duluth: Word Sense Discrimination in the Service of Lexicography—0
Dynamic web service deployment in a cloud environment—0
Beyond The Text: Analysis of Privacy Statements through Syntactic and Semantic Role Labeling—0
Effectiveness and Efficiency of Open Relation Extraction—0
Efficient Inference and Structured Learning for Semantic Role Labeling—0
Cross-Lingual Part-of-Speech Tagging through Ambiguous Learning—0
Cross-lingual Model Transfer Using Feature Representation Projection—0
A New Method for Cross-Lingual-based Semantic Role Labeling—0
Encoding of Compounds in Swedish FrameNet—0
An Unsupervised Model for Instance Level Subcategorization Acquisition—0
Encoding Syntactic Constituency Paths for Frame-Semantic Parsing with Graph Convolutional Networks—0
End-to-End Learning for Structured Prediction Energy Networks—0
End-to-end learning of semantic role labeling using recurrent neural networks—0
Bootstrapping Semantic Role Labelers from Parallel Data—0
Crosslingual Induction of Semantic Roles—0
Cross-lingual Discourse Relation Analysis: A corpus study and a semi-supervised classification system—0
Show:102550
← PrevPage 4 of 13Next →
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