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 351400 of 620 papers

TitleStatusHype
Intrinsic Evaluations of Word Embeddings: What Can We Do Better?0
Whodunit... and to Whom? Subjects, Objects, and Actions in Research Articles on American Labor Unions0
Phrase Representations for Multiword Expressions0
Decomposing Bilexical Dependencies into Semantic and Syntactic Vectors0
An incremental model of syntactic bootstrapping0
Annotating the Little Prince with Chinese AMRs0
Evaluating Inter-Annotator Agreement on Historical Spelling Normalization0
Leveraging VerbNet to build Corpus-Specific Verb Clusters0
context2vec: Learning Generic Context Embedding with Bidirectional LSTM0
Implicit Semantic Roles in a Multilingual Setting0
Supersense Embeddings: A Unified Model for Supersense Interpretation, Prediction, and Utilization0
Multiplicative Representations for Unsupervised Semantic Role Induction0
POLYGLOT: Multilingual Semantic Role Labeling with Unified Labels0
Neural Network-Based Model for Japanese Predicate Argument Structure Analysis0
Annotating and Predicting Non-Restrictive Noun Phrase Modifications0
A Data-Driven Approach for Semantic Role Labeling from Induced Grammar Structures in Language0
Situation Recognition: Visual Semantic Role Labeling for Image UnderstandingCode0
Demonyms and Compound Relational Nouns in Nominal Open IECode0
How can NLP Tasks Mutually Benefit Sentiment Analysis? A Holistic Approach to Sentiment Analysis0
Cross-lingual alignment transfer: a chicken-and-egg story?0
Enriching Wikidata with Frame Semantics0
An Hymn of an even Deeper Sentiment Analysis0
Multimodal Use of an Upper-Level Event Ontology0
UTA DLNLP at SemEval-2016 Task 12: Deep Learning Based Natural Language Processing System for Clinical Information Identification from Clinical Notes and Pathology Reports0
ICL-HD at SemEval-2016 Task 8: Meaning Representation Parsing - Augmenting AMR Parsing with a Preposition Semantic Role Labeling Neural Network0
UTA DLNLP at SemEval-2016 Task 1: Semantic Textual Similarity: A Unified Framework for Semantic Processing and Evaluation0
Unsupervised Learning of Prototypical Fillers for Implicit Semantic Role Labeling0
Grounded Semantic Role Labeling0
Right-truncatable Neural Word Embeddings0
Neural Semantic Role Labeling with Dependency Path EmbeddingsCode0
MEANTIME, the NewsReader Multilingual Event and Time Corpus0
Towards Building Semantic Role Labeler for Indian Languages0
Persian Proposition Bank0
Semi-automatically Alignment of Predicates between Speech and OntoNotes data0
Generating Training Data for Semantic Role Labeling based on Label Transfer from Linked Lexical Resources0
Inducing Implicit Arguments from Comparable Texts: A Framework and Its Applications0
Extra \~ao de Alvos em Coment\'arios de Not\' em Portugu\^es baseada na Teoria da Centraliza \~ao (Target Extraction in News Reviews in Portuguese based on Centering Theory)0
VerbLexPor: um recurso l\'exico com anota \~ao de pap\'eis sem\^anticos para o portugu\^es (VerbLexPor: a lexical resource annotated with semantic roles for Portuguese)0
Towards the Unsupervised Acquisition of Implicit Semantic Roles0
Structural Alignment for Comparison Detection0
Memory-Based Acquisition of Argument Structures and its Application to Implicit Role Detection0
Identifying Key Concepts from EHR Notes Using Domain Adaptation0
Semantic Framework for Comparison Structures in Natural Language0
Any-language frame-semantic parsing0
Question-Answer Driven Semantic Role Labeling: Using Natural Language to Annotate Natural Language0
Hierarchical Recurrent Neural Network for Document Modeling0
Distributed Representations for Unsupervised Semantic Role Labeling0
Chinese Semantic Role Labeling with Bidirectional Recurrent Neural Networks0
Semantic Role Labeling with Neural Network Factors0
Joint A* CCG Parsing and Semantic Role Labelling0
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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