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 201–250 of 620 papers

TitleStatusHype
Active Data Sampling and Generation for Bias Remediation—0
Evaluating automatic cross-domain Dutch semantic role annotation—0
Evaluating distributed word representations for capturing semantics of biomedical concepts—0
Efficient Inference and Structured Learning for Semantic Role Labeling—0
Evaluating Inter-Annotator Agreement on Historical Spelling Normalization—0
Event Detection and Co-reference with Minimal Supervision—0
Bilingual English-Czech Valency Lexicon Linked to a Parallel Corpus—0
Expanding VerbNet with Sketch Engine—0
Experiencer-Specific Emotion and Appraisal Prediction—0
Experiencers, Stimuli, or Targets: Which Semantic Roles Enable Machine Learning to Infer the Emotions?—0
Effectiveness and Efficiency of Open Relation Extraction—0
Exploiting Mutual Benefits between Syntax and Semantic Roles using Neural Network—0
Beyond The Text: Analysis of Privacy Statements through Syntactic and Semantic Role Labeling—0
Exploring Deterministic Constraints: from a Constrained English POS Tagger to an Efficient ILP Solution to Chinese Word Segmentation—0
Dynamic web service deployment in a cloud environment—0
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
Duluth: Word Sense Discrimination in the Service of Lexicography—0
Better Word Representations with Recursive Neural Networks for Morphology—0
Domain Specific Automatic Question Generation from Text—0
Facing the most difficult case of Semantic Role Labeling: A collaboration of word embeddings and co-training—0
FACTIFY-5WQA: 5W Aspect-based Fact Verification through Question Answering—0
Annotating the Little Prince with Chinese AMRs—0
Fast and Accurate Span-based Semantic Role Labeling as Graph Parsing—0
Feature-based Neural Language Model and Chinese Word Segmentation—0
Feature Generation for Robust Semantic Role Labeling—0
Filling Conversation Ellipsis for Better Social Dialog Understanding—0
Align, Disambiguate and Walk: A Unified Approach for Measuring Semantic Similarity—0
Domain Adaptation of SRL Systems for Biological Processes—0
Find the word that does not belong: A Framework for an Intrinsic Evaluation of Word Vector Representations—0
Fine-tuning and Sampling Strategies for Multimodal Role Labeling of Entities under Class Imbalance—0
Docforia: A Multilayer Document Model—0
First steps towards a Predicate Matrix—0
Focusing Annotation for Semantic Role Labeling—0
Forest Reranking through Subtree Ranking—0
Distributed Representations for Unsupervised Semantic Role Labeling—0
FrameFOR -- Uma Base de Conhecimento de Frames Sem\^anticos para Per\' de Inform\'atica (FrameFOR - a Knowledge Base of Semantic Frames for Digital Forensics)[In Portuguese]—0
FrameIt: Ontology Discovery for Noisy User-Generated Text—0
FrameNet on the Way to Babel: Creating a Bilingual FrameNet Using Wiktionary as Interlingual Connection—0
Frame-Semantic Role Labeling with Heterogeneous Annotations—0
Frame Semantics across Languages: Towards a Multilingual FrameNet—0
Framework of Semantic Role Assignment based on Extended Lexical Conceptual Structure: Comparison with VerbNet and FrameNet—0
FRASE: Structured Representations for Generalizable SPARQL Query Generation—0
Friend-training: Learning from Models of Different but Related Tasks—0
From Natural Language Specifications to Program Input Parsers—0
From Textual Information Sources to Linked Data in the Agatha Project—0
Annotating Temporally-Anchored Spatial Knowledge by Leveraging Syntactic Dependencies—0
Dijkstra-WSA: A Graph-Based Approach to Word Sense Alignment—0
Generating High Quality Proposition Banks for Multilingual Semantic Role Labeling—0
Generating Training Data for Semantic Role Labeling based on Label Transfer from Linked Lexical Resources—0
Automatic word alignment tools to scale production of manually aligned parallel texts—0
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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