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

Showing 451500 of 620 papers

TitleStatusHype
Event Role Extraction using Domain-Relevant Word Representations0
Incremental Semantic Role Labeling with Tree Adjoining Grammar0
Cross-Lingual Part-of-Speech Tagging through Ambiguous Learning0
Multi-Predicate Semantic Role Labeling0
Probabilistic Models of Cross-Lingual Semantic Similarity in Context Based on Latent Cross-Lingual Concepts Induced from Comparable Data0
An Unsupervised Model for Instance Level Subcategorization Acquisition0
A Neural Network Approach to Selectional Preference Acquisition0
Similarity-Driven Semantic Role Induction via Graph Partitioning0
Obituary: Charles J. Fillmore0
Priberam: A Turbo Semantic Parser with Second Order Features0
Cross-lingual Discourse Relation Analysis: A corpus study and a semi-supervised classification system0
Copenhagen-Malm\"o: Tree Approximations of Semantic Parsing Problems0
Predicate-Argument Structure Analysis with Zero-Anaphora Resolution for Dialogue Systems0
Nerdle: Topic-Specific Question Answering Using Wikia Seeds0
High Performance Word Sense Alignment by Joint Modeling of Sense Distance and Gloss Similarity0
RED: A Reference Dependency Based MT Evaluation Metric0
Using Morphosemantic Information in Construction of a Pilot Lexical Semantic Resource for Turkish0
Comparing Czech and English AMRs0
UIO-Lien: Entailment Recognition using Minimal Recursion Semantics0
Using distributed word representations for robust semantic role labeling (Utilisation de repr\'esentations de mots pour l'\'etiquetage de r\^oles s\'emantiques suivant FrameNet) [in French]0
The descriptive approaches of the verb in Linguistics, Terminology and NLP (Les mod\`eles de description du verbe dans les travaux de Linguistique, Terminologie et TAL) [in French]0
A Semantic Approach to Summarization0
Semantics, Discourse and Statistical Machine Translation0
Predicting Fine-grained Social Roles with Selectional Preferences0
Low-Resource Semantic Role Labeling0
Going beyond sentences when applying tree kernels0
Statistical Models for Frame-Semantic Parsing0
Pattern Dictionary of English Prepositions0
Semantic Frame Identification with Distributed Word Representations0
Linguistic Considerations in Automatic Question Generation0
Intermediary Semantic Representation through Proposition Structures0
Semantic Role Labeling of Emotions in Tweets0
A Robust Approach to Aligning Heterogeneous Lexical Resources0
Recognizing Implied Predicate-Argument Relationships in Textual Inference0
Training a Korean SRL System with Rich Morphological Features0
SemLink+: FrameNet, VerbNet and Event Ontologies0
Verbal Valency Frame Detection and Selection in Czech and English0
Cross-lingual Model Transfer Using Feature Representation Projection0
Descending-Path Convolution Kernel for Syntactic Structures0
Dependency parsing representation effects on the accuracy of semantic applications --- an example of an inflective language0
REFRACTIVE: An Open Source Tool to Extract Knowledge from Syntactic and Semantic Relations0
Adapting VerbNet to French using existing resources0
Adapting a part-of-speech tagset to non-standard text: The case of STTS0
First approach toward Semantic Role Labeling for Basque0
Using C5.0 and Exhaustive Search for Boosting Frame-Semantic Parsing Accuracy0
Predicate Matrix: extending SemLink through WordNet mappings0
Focusing Annotation for Semantic Role Labeling0
On the reliability and inter-annotator agreement of human semantic MT evaluation via HMEANT0
Not an Interlingua, But Close: Comparison of English AMRs to Chinese and Czech0
DerivBase.hr: A High-Coverage Derivational Morphology Resource for Croatian0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HeSyFuF188.59Unverified
2CRF2o + RoBERTaF188.32Unverified
3MRC-SRLF188.3Unverified
4ReCAT(pretrained on wikitext103)F188Unverified
5SRL-MM + XLNetF187.67Unverified
6CRF2o + BERTF187.66Unverified
7RoBERTa+RegCCRFF187.51Unverified
8RoBERTa+CRFF187.27Unverified
9BiLSTM-Span (Ensemble)F187Unverified
10BiLSTM-SpanF186.2Unverified
#ModelMetricClaimedVerifiedStatus
1MRC-SRLF190Unverified
2SRL-MM + XLNetF189.8Unverified
3CRF2o + RoBERTaF189.54Unverified
4HeSyFuF189.04Unverified
5CRF2o + BERTF189.03Unverified
6Mohammadshahi and Henderson (2021)F188.93Unverified
7BiLSTM-Span (Ensemble, predicates given)F188.5Unverified
8CRF2oF187.87Unverified
9Li et al. (2019) (Ensemble)F187.7Unverified
10BiLSTM-SpanF187.6Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-task w/ finetuneF192.1Unverified
2DeepStruct multi-taskF192Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-taskF195.5Unverified
2DeepStruct multi-task w/ finetuneF195.2Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-taskF197.2Unverified
2DeepStruct multi-task w/ finetuneF196Unverified
#ModelMetricClaimedVerifiedStatus
1Ours (High-Order model)F1 (Arg.)90.2Unverified
#ModelMetricClaimedVerifiedStatus
1HeSyFuAvg. F188.59Unverified