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

Showing 13511400 of 1977 papers

TitleStatusHype
Learning Dual Retrieval Module for Semi-supervised Relation ExtractionCode0
A Walk-based Model on Entity Graphs for Relation ExtractionCode0
Extracting Multiple-Relations in One-Pass with Pre-Trained TransformersCode0
Fine-Grained Temporal Relation Extraction0
Graph Neural Networks with Generated Parameters for Relation ExtractionCode0
Revised JNLPBA Corpus: A Revised Version of Biomedical NER Corpus for Relation Extraction Task0
Semantic Relation Classification via Bidirectional LSTM Networks with Entity-aware Attention using Latent Entity TypingCode0
Exploring Semi-supervised Variational Autoencoders for Biomedical Relation Extraction0
End-to-end neural relation extraction using deep biaffine attentionCode0
Attention-Based Capsule Networks with Dynamic Routing for Relation Extraction0
Cross-relation Cross-bag Attention for Distantly-supervised Relation ExtractionCode0
Distant Supervision for Relation Extraction with Linear Attenuation Simulation and Non-IID Relevance Embedding0
Inter-sentence Relation Extraction for Associating Biological Context with Events in Biomedical Texts0
RESIDE: Improving Distantly-Supervised Neural Relation Extraction using Side InformationCode0
Deep Reader: Information extraction from Document images via relation extraction and Natural Language0
Learning Pipelines with Limited Data and Domain Knowledge: A Study in Parsing Physics Problems0
Research on Entity Relation Extraction for Military Field0
HCqa: Hybrid and Complex Question Answering on Textual Corpus and Knowledge GraphCode0
Semi-supervised Ensemble Learning with Weak Supervision for Biomedical Relationship ExtractionCode0
Implementing a Portable Clinical NLP System with a Common Data Model - a Lisp Perspective0
A Hierarchical Multi-task Approach for Learning Embeddings from Semantic TasksCode0
Improving Distantly Supervised Relation Extraction with Neural Noise Converter and Conditional Optimal Selector0
Multi-labeled Relation Extraction with Attentive Capsule Network0
A Hierarchical Framework for Relation Extraction with Reinforcement LearningCode0
Encoding Implicit Relation Requirements for Relation Extraction: A Joint Inference Approach0
Evaluating the Complementarity of Taxonomic Relation Extraction Methods Across Different Languages0
DIAG-NRE: A Neural Pattern Diagnosis Framework for Distantly Supervised Neural Relation ExtractionCode0
Combining Long Short Term Memory and Convolutional Neural Network for Cross-Sentence n-ary Relation Extraction0
A Case Study on Learning a Unified Encoder of Relations0
Developing Production-Level Conversational Interfaces with Shallow Semantic Parsing0
Zero-shot Relation Classification as Textual Entailment0
DERE: A Task and Domain-Independent Slot Filling Framework for Declarative Relation Extraction0
Combining Distant and Direct Supervision for Neural Relation ExtractionCode0
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art EvaluationCode0
Efficient Dependency-Guided Named Entity RecognitionCode0
Neural Relation Extraction Within and Across Sentence BoundariesCode0
N-ary Relation Extraction using Graph-State LSTM0
Label-Free Distant Supervision for Relation Extraction via Knowledge Graph Embedding0
Extracting Entities and Relations with Joint Minimum Risk Training0
Hierarchical Relation Extraction with Coarse-to-Fine Grained AttentionCode0
Genre Separation Network with Adversarial Training for Cross-genre Relation Extraction0
Facts That MatterCode0
Deep Exhaustive Model for Nested Named Entity Recognition0
Evaluation of a Sequence Tagging Tool for Biomedical TextsCode0
Revisiting neural relation classification in clinical notes with external informationCode0
Investigating the Challenges of Temporal Relation Extraction from Clinical Text0
Put It Back: Entity Typing with Language Model EnhancementCode0
Word Relation Autoencoder for Unseen Hypernym Extraction Using Word Embeddings0
Listwise temporal ordering of events in clinical notesCode0
Syntax-based Transfer Learning for the Task of Biomedical Relation Extraction0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DREEAMF167.53Unverified
2KD-Rb-lF167.28Unverified
3SSAN-RoBERTa-large+AdaptationF165.92Unverified
4SAIS-RoBERTa-largeF165.11Unverified
5Eider-RoBERTa-largeF164.79Unverified
6DocuNet-RoBERTa-largeF164.55Unverified
7CGM2IR-RoBERTalargeF163.89Unverified
8SETE-Roberta-largeF163.74Unverified
9ATLOP-RoBERTa-largeF163.4Unverified
10DRE-MIR-BERTbaseF163.15Unverified
#ModelMetricClaimedVerifiedStatus
1RAG4REF186.6Unverified
2DeepStruct multi-task w/ finetuneF176.8Unverified
3UNiST (LARGE)F175.5Unverified
4RE-MCF175.4Unverified
5GenPT (T5)F175.3Unverified
6RECENT+SpanBERTF175.2Unverified
7SuRE (PEGASUS-large)F175.1Unverified
8EXOBRAINF175Unverified
9Relation ReductionF174.8Unverified
10RoBERTa-large-typed-markerF174.6Unverified
#ModelMetricClaimedVerifiedStatus
1SPF191.9Unverified
2RIFREF191.3Unverified
3REDNF191Unverified
4SPOTF190.6Unverified
5KLGF190.5Unverified
6RELAF190.4Unverified
7Skeleton-Aware BERTF190.36Unverified
8LUKEF190.3Unverified
9KnowPromptF190.3Unverified
10EPGNNF190.2Unverified
#ModelMetricClaimedVerifiedStatus
1Span-levelNER Micro F185.98Unverified
2Dual Pointer Network(multi-head)Relation classification F180.8Unverified
3Dual Pointer NetworkRelation classification F180.5Unverified
4PL-MarkerRE Micro F173Unverified
5ASP+T5-3BRE Micro F172.7Unverified
6GoLLIERE Micro F170.1Unverified
7Ours: cross-sentence ALBRE Micro F169.4Unverified
8MGERE+ Micro F168.2Unverified
9HySPA (ours) w/ RoBERTaRelation F168.2Unverified
10RNN+CNNRelation classification F167.7Unverified
#ModelMetricClaimedVerifiedStatus
1ReLiK-LargeRE+ Micro F178.1Unverified
2REBELRE+ Macro F1 76.65Unverified
3ASP+T0-3BRE+ Micro F176.3Unverified
4Table-SequenceRE+ Macro F1 75.4Unverified
5SpERTRE+ Macro F1 72.87Unverified
6DeeperRE+ Macro F1 72.63Unverified
7TablERTRE+ Micro F172.6Unverified
8TANLRE+ Micro F172.6Unverified
9TriMFRE+ Micro F172.35Unverified
10Multi-turn QARE+ Micro F168.9Unverified
#ModelMetricClaimedVerifiedStatus
1PFN (ALBERT XXL, average aggregation)RE+ Macro F183.9Unverified
2DeeperRE+ Macro F183.74Unverified
3PFN (ALBERT XXL, no aggregation)RE+ Macro F183.2Unverified
4SpERT.PL (without overlap and BioBERT)RE+ Macro F182.39Unverified
5REBEL (including overlapping entities)RE+ Macro F182.2Unverified
6SpERT.PL (with overlap and BioBERT)RE+ Macro F182.03Unverified
7CMANRE+ Macro F181.14Unverified
8Table-SequenceRE+ Macro F180.1Unverified
9CLDR + CLNERRE+ Macro F179.97Unverified
10SpERT (without overlap)RE+ Macro F179.24Unverified
#ModelMetricClaimedVerifiedStatus
1UniRelF194.7Unverified
2PFNF193.6Unverified
3SPNF193.4Unverified
4TDEERF193.1Unverified
5RIFREF192.6Unverified
6TPLinkerF191.9Unverified
7HBT (CasRel)F191.8Unverified
8RIN (BERT, K=2)F190.1Unverified
9CGT(UniLM)F183.4Unverified