SOTAVerified

Relation Extraction

Relation Extraction is the task of predicting attributes and relations for entities in a sentence. For example, given a sentence “Barack Obama was born in Honolulu, Hawaii.”, a relation classifier aims at predicting the relation of “bornInCity”. Relation Extraction is the key component for building relation knowledge graphs, and it is of crucial significance to natural language processing applications such as structured search, sentiment analysis, question answering, and summarization.

Source: Deep Residual Learning for Weakly-Supervised Relation Extraction

Papers

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Showing 1101–1150 of 1977 papers

TitleStatusHype
Entity Relative Position Representation based Multi-head Selection for Joint Entity and Relation Extraction—0
RDSGAN: Rank-based Distant Supervision Relation Extraction with Generative Adversarial Framework—0
Reinforcement Learning-based N-ary Cross-Sentence Relation Extraction—0
Clustering-based Unsupervised Generative Relation Extraction—0
A Comparative Study on Structural and Semantic Properties of Sentence EmbeddingsCode0
Relation Extraction from Biomedical and Clinical Text: Unified Multitask Learning Framework—0
Vicomtech at eHealth-KD Challenge 2020: Deep End-to-End Model for Entity and Relation Extraction in Medical Text—0
Finding Influential Instances for Distantly Supervised Relation Extraction—0
Deep Learning Approaches for Extracting Adverse Events and Indications of Dietary Supplements from Clinical Text—0
Domain Knowledge Empowered Structured Neural Net for End-to-End Event Temporal Relation ExtractionCode0
Cascaded Models for Better Fine-Grained Named Entity Recognition—0
DeNERT-KG: Named Entity and Relation Extraction Model Using DQN, Knowledge Graph, and BERT—0
Contrastive Triple Extraction with Generative Transformer—0
High-throughput relation extraction algorithm development associating knowledge articles and electronic health records—0
Extracting Semantic Concepts and Relations from Scientific Publications by Using Deep Learning—0
A Bidirectional Tree Tagging Scheme for Joint Medical Relation Extraction—0
SemEval-2020 Task 6: Definition extraction from free text with the DEFT corpus—0
Two Step Joint Model for Drug Drug Interaction Extraction—0
Entity and Evidence Guided Relation Extraction for DocRED—0
An Annotated Corpus of Webtables for Information Extraction Tasks—0
Improving Document-level Relation Extraction via Contextualizing Mention Representations and Weighting Mention PairsCode0
Relation Extraction with Self-determined Graph Convolutional Network—0
Domain-Specific Language Model Pretraining for Biomedical Natural Language ProcessingCode0
Improving Performance of Relation Extraction Algorithm via Leveled Adversarial PCNN and Database Expansion—0
NoPropaganda at SemEval-2020 Task 11: A Borrowed Approach to Sequence Tagging and Text ClassificationCode0
SpanMlt: A Span-based Multi-Task Learning Framework for Pair-wise Aspect and Opinion Terms Extraction—0
Exploiting the Syntax-Model Consistency for Neural Relation Extraction—0
DeSpin: a prototype system for detecting spin in biomedical publications—0
Modeling Dense Cross-Modal Interactions for Joint Entity-Relation Extraction—0
A BERT-based One-Pass Multi-Task Model for Clinical Temporal Relation Extraction—0
Neural relation extraction: a survey—0
Extracting N-ary Cross-sentence Relations using Constrained Subsequence Kernel—0
Semantic Loss Application to Entity Relation Recognition—0
Improving Distantly-Supervised Relation Extraction through BERT-based Label & Instance Embeddings—0
Identification des probl\`emes d'annotation pour l'extraction de relations (Identification of annotation problem for the relation extraction)—0
Benchmarking BioRelEx for Entity Tagging and Relation Extraction—0
Recognizing Chinese Judicial Named Entity using BiLSTM-CRF—0
A Comparative Study of Lexical Substitution Approaches based on Neural Language Models—0
Relation Extraction with Explanation—0
Unsupervised Relation Extraction from Language Models using Constrained Cloze Completion—0
Semi-Automating Knowledge Base Construction for Cancer Genetics—0
ZeroShotCeres: Zero-Shot Relation Extraction from Semi-Structured Webpages—0
An Evaluation of Recent Neural Sequence Tagging Models in Turkish Named Entity Recognition—0
PERLEX: A Bilingual Persian-English Gold Dataset for Relation Extraction—0
Adversarial Learning for Supervised and Semi-supervised Relation Extraction in Biomedical Literature—0
FarsBase-KBP: A Knowledge Base Population System for the Persian Knowledge Graph—0
A French Corpus and Annotation Schema for Named Entity Recognition and Relation Extraction of Financial News—0
Building a Multimodal Entity Linking Dataset From Tweets—0
WikiPossessions: Possession Timeline Generation as an Evaluation Benchmark for Machine Reading Comprehension of Long Texts—0
Domain Adapted Distant Supervision for Pedagogically Motivated Relation Extraction—0
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All datasetsDocREDTACREDSemEval-2010 Task-8ACE 2005CoNLL04Adverse Drug Events (ADE) CorpusWebNLGChemProtACE 2004NYT11-HRLCDRGDA

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DREEAMF167.53—Unverified
2KD-Rb-lF167.28—Unverified
3SSAN-RoBERTa-large+AdaptationF165.92—Unverified
4SAIS-RoBERTa-largeF165.11—Unverified
5Eider-RoBERTa-largeF164.79—Unverified
6DocuNet-RoBERTa-largeF164.55—Unverified
7CGM2IR-RoBERTalargeF163.89—Unverified
8SETE-Roberta-largeF163.74—Unverified
9ATLOP-RoBERTa-largeF163.4—Unverified
10DRE-MIR-BERTbaseF163.15—Unverified
#ModelMetricClaimedVerifiedStatus
1RAG4REF186.6—Unverified
2DeepStruct multi-task w/ finetuneF176.8—Unverified
3UNiST (LARGE)F175.5—Unverified
4RE-MCF175.4—Unverified
5GenPT (T5)F175.3—Unverified
6RECENT+SpanBERTF175.2—Unverified
7SuRE (PEGASUS-large)F175.1—Unverified
8EXOBRAINF175—Unverified
9Relation ReductionF174.8—Unverified
10RoBERTa-large-typed-markerF174.6—Unverified
#ModelMetricClaimedVerifiedStatus
1SPF191.9—Unverified
2RIFREF191.3—Unverified
3REDNF191—Unverified
4SPOTF190.6—Unverified
5KLGF190.5—Unverified
6RELAF190.4—Unverified
7Skeleton-Aware BERTF190.36—Unverified
8KnowPromptF190.3—Unverified
9LUKEF190.3—Unverified
10EPGNNF190.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Span-levelNER Micro F185.98—Unverified
2Dual Pointer Network(multi-head)Relation classification F180.8—Unverified
3Dual Pointer NetworkRelation classification F180.5—Unverified
4PL-MarkerRE Micro F173—Unverified
5ASP+T5-3BRE Micro F172.7—Unverified
6GoLLIERE Micro F170.1—Unverified
7Ours: cross-sentence ALBRE Micro F169.4—Unverified
8MGERE+ Micro F168.2—Unverified
9HySPA (ours) w/ RoBERTaRelation F168.2—Unverified
10RNN+CNNRelation classification F167.7—Unverified
#ModelMetricClaimedVerifiedStatus
1ReLiK-LargeRE+ Micro F178.1—Unverified
2REBELRE+ Macro F1 76.65—Unverified
3ASP+T0-3BRE+ Micro F176.3—Unverified
4Table-SequenceRE+ Macro F1 75.4—Unverified
5SpERTRE+ Macro F1 72.87—Unverified
6DeeperRE+ Macro F1 72.63—Unverified
7TANLRE+ Micro F172.6—Unverified
8TablERTRE+ Micro F172.6—Unverified
9TriMFRE+ Micro F172.35—Unverified
10Multi-turn QARE+ Micro F168.9—Unverified
#ModelMetricClaimedVerifiedStatus
1PFN (ALBERT XXL, average aggregation)RE+ Macro F183.9—Unverified
2DeeperRE+ Macro F183.74—Unverified
3PFN (ALBERT XXL, no aggregation)RE+ Macro F183.2—Unverified
4SpERT.PL (without overlap and BioBERT)RE+ Macro F182.39—Unverified
5REBEL (including overlapping entities)RE+ Macro F182.2—Unverified
6SpERT.PL (with overlap and BioBERT)RE+ Macro F182.03—Unverified
7CMANRE+ Macro F181.14—Unverified
8Table-SequenceRE+ Macro F180.1—Unverified
9CLDR + CLNERRE+ Macro F179.97—Unverified
10SpERT (without overlap)RE+ Macro F179.24—Unverified
#ModelMetricClaimedVerifiedStatus
1UniRelF194.7—Unverified
2PFNF193.6—Unverified
3SPNF193.4—Unverified
4TDEERF193.1—Unverified
5RIFREF192.6—Unverified
6TPLinkerF191.9—Unverified
7HBT (CasRel)F191.8—Unverified
8RIN (BERT, K=2)F190.1—Unverified
9CGT(UniLM)F183.4—Unverified