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 151200 of 620 papers

TitleStatusHype
Generating Adequate Distractors for Multiple-Choice Questions0
Joint Semantic Analysis with Document-Level Cross-Task Coherence RewardsCode0
High-order Semantic Role LabelingCode0
An Exploration of Arbitrary-Order Sequence Labeling via Energy-Based Inference NetworksCode0
Meta Sequence Learning for Generating Adequate Question-Answer Pairs0
Semantic Role Labeling Guided Multi-turn Dialogue ReWriter0
Beyond The Text: Analysis of Privacy Statements through Syntactic and Semantic Role Labeling0
InVeRo: Making Semantic Role Labeling Accessible with Intelligible Verbs and Roles0
基于Self-Attention的句法感知汉语框架语义角色标注(Syntax-Aware Chinese Frame Semantic Role Labeling Based on Self-Attention)0
Compositional and Lexical Semantics in RoBERTa, BERT and DistilBERT: A Case Study on CoQA0
High-order Refining for End-to-end Chinese Semantic Role Labeling0
Syntax Role for Neural Semantic Role Labeling0
Cross-lingual Transfer Learning for Semantic Role Labeling in Russian0
Cross-lingual Semantic Role Labeling with Model Transfer0
Joint Training with Semantic Role Labeling for Better Generalization in Natural Language Inference0
Building a Hebrew Semantic Role Labeling Lexical Resource from Parallel Movie SubtitlesCode0
Towards classification parity across cohorts0
Populating Legal Ontologies using Semantic Role Labeling0
Automatic semantic role labeling in Ancient Greek using distributional semantic modeling0
The Russian PropBank0
Unsupervised Transfer of Semantic Role Models from Verbal to Nominal DomainCode0
Corpora Annotated with Negation: An Overview0
A Primal Dual Formulation For Deep Learning With ConstraintsCode0
Filling Conversation Ellipsis for Better Social Dialog Understanding0
A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role LabelingCode0
Generalizing Natural Language Analysis through Span-relation RepresentationsCode0
Multi-Sentence Argument Linking0
Controlled Crowdsourcing for High-Quality QA-SRL AnnotationCode0
Semi-Supervised Semantic Role Labeling with Cross-View Training0
VerbAtlas: a Novel Large-Scale Verbal Semantic Resource and Its Application to Semantic Role Labeling0
A General-Purpose Algorithm for Constrained Sequential Inference0
Auditing Deep Learning processes through Kernel-based Explanatory Models0
LIMIT-BERT : Linguistic Informed Multi-Task BERT0
Syntax-Enhanced Self-Attention-Based Semantic Role Labeling0
Capturing Argument Interaction in Semantic Role Labeling with Capsule NetworksCode0
Robust Semantic Parsing with Adversarial Learning for Domain Generalization0
Question Answering is a Format; When is it Useful?0
Graph Convolutions over Constituent Trees for Syntax-Aware Semantic Role LabelingCode0
Subword ELMo0
Reasoning Over Semantic-Level Graph for Fact Checking0
Semantic Role Labeling with Iterative Structure RefinementCode0
Semantics-aware BERT for Language UnderstandingCode0
From Textual Information Sources to Linked Data in the Agatha Project0
Automatic Propbank Generation for Turkish0
Dependency-Based Self-Attention for Transformer NMT0
ULSAna: Universal Language Semantic Analyzer0
Semantic Role Labeling with Pretrained Language Models for Known and Unknown Predicates0
Syntax-aware Multilingual Semantic Role LabelingCode0
Translate and Label! An Encoder-Decoder Approach for Cross-lingual Semantic Role LabelingCode0
Semantic Role Labeling with Associated Memory NetworkCode0
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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