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 1751–1800 of 1977 papers

TitleStatusHype
Denoising Distant Supervision for Relation Extraction via Instance-Level Adversarial Training—0
CliMedBERT: A Pre-trained Language Model for Climate and Health-related Text—0
Dependency-Based Open Information Extraction—0
Classifying Temporal Relations by Bidirectional LSTM over Dependency Paths—0
Dependency Parsing with Compression Rules—0
Dependency Position Encoding for Relation Extraction—0
DERE: A Task and Domain-Independent Slot Filling Framework for Declarative Relation Extraction—0
Descending-Path Convolution Kernel for Syntactic Structures—0
Design Challenges for Entity Linking—0
DeSpin: a prototype system for detecting spin in biomedical publications—0
Scaling Semantic Parsers with On-the-Fly Ontology Matching—0
ClaiRE at SemEval-2018 Task 7: Classification of Relations using Embeddings—0
Detecting Relations in the Gene Regulation Network—0
Developing a general-purpose clinical language inference model from a large corpus of clinical notes—0
C-ICL: Contrastive In-context Learning for Information Extraction—0
Developing ChatGPT for Biology and Medicine: A Complete Review of Biomedical Question Answering—0
Developing Production-Level Conversational Interfaces with Shallow Semantic Parsing—0
SCHN\"APPER: A Web Toolkit for Exploratory Relation Extraction—0
Chinese Relation Classification using Long Short Term Memory Networks—0
DialogRE^C+: An Extension of DialogRE to Investigate How Much Coreference Helps Relation Extraction in Dialogs—0
Chinese Open Relation Extraction for Knowledge Acquisition—0
Chinese Hypernym-Hyponym Extraction from User Generated Categories—0
DictBERT: Dictionary Description Knowledge Enhanced Language Model Pre-training via Contrastive Learning—0
A Generative Model for Relation Extraction and Classification—0
Scientific Relation Extraction with Selectively Incorporated Concept Embeddings—0
A General-Purpose Annotation Model for Knowledge Discovery: Case Study in Spanish Clinical Text—0
A French Fairy Tale Corpus syntactically and semantically annotated—0
Discourse Level Explanatory Relation Extraction from Product Reviews Using First-Order Logic—0
Discourse-Wide Extraction of Assay Frames from the Biological Literature—0
Discovering Hypernymy Relations using Text Layout—0
SciREL at SemEval-2018 Task 7: A System for Semantic Relation Extraction and Classification—0
Discovering Temporal Narrative Containers in Clinical Text—0
Unsupervised Relation Extraction from Language Models using Constrained Cloze Completion—0
Chemical-protein relation extraction with ensembles of SVM, CNN, and RNN models—0
Chemical-induced Disease Relation Extraction with Dependency Information and Prior Knowledge—0
DiS-ReX: A Multilingual Dataset for Distantly Supervised Relation Extraction—0
Seed Selection for Distantly Supervised Web-Based Relation Extraction—0
Distantly Supervised Biomedical Knowledge Acquisition via Knowledge Graph Based Attention—0
Seeing Beyond the Scene: Enhancing Vision-Language Models with Interactional Reasoning—0
SEE: Syntax-aware Entity Embedding for Neural Relation Extraction—0
Distantly Supervised Morpho-Syntactic Model for Relation Extraction—0
SegMix: A Simple Structure-Aware Data Augmentation Method—0
SegMix: A Simple Structure-Aware Data Augmentation Method—0
Distantly Supervised Relation Extraction using Multi-Layer Revision Network and Confidence-based Multi-Instance Learning—0
Chemical-Induced Disease Detection Using Invariance-based Pattern Learning Model—0
A French Corpus and Annotation Schema for Named Entity Recognition and Relation Extraction of Financial News—0
Distantly Supervised Relation Extraction with Sentence Reconstruction and Knowledge Base Priors—0
Distant Supervised Relation Extraction with Separate Head-Tail CNN—0
Self-Attention Enhanced CNNs and Collaborative Curriculum Learning for Distantly Supervised Relation Extraction—0
Distant Supervision for Relation Extraction beyond the Sentence Boundary—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