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 17511800 of 1977 papers

TitleStatusHype
Relation extraction pattern ranking using word similarity0
Relation Extraction from Community Generated Question-Answer Pairs0
Exploring Relational Features and Learning under Distant Supervision for Information Extraction Tasks0
Discovering Hypernymy Relations using Text Layout0
Modeling Relation Paths for Representation Learning of Knowledge BasesCode0
Exposing ambiguities in a relation-extraction gold standard with crowdsourcingCode0
Improved Relation Extraction with Feature-Rich Compositional Embedding ModelsCode0
Using Positional Suffix Trees to Perform Agile Tree Kernel Calculation0
Supersense tagging for Danish0
Combining Word Embeddings and Feature Embeddings for Fine-grained Relation ExtractionCode0
Injecting Logical Background Knowledge into Embeddings for Relation ExtractionCode0
Idest: Learning a Distributed Representation for Event Patterns0
Chain Based RNN for Relation Classification0
The Unreasonable Effectiveness of Word Representations for Twitter Named Entity Recognition0
Optimizing Multivariate Performance Measures for Learning Relation Extraction Models0
Inferring Missing Entity Type Instances for Knowledge Base Completion: New Dataset and Methods0
Classifying Relations by Ranking with Convolutional Neural NetworksCode0
x.ent: R Package for Entities and Relations Extraction based on Unsupervised Learning and Document Structure0
Online Inference for Relation Extraction with a Reduced Feature Set0
Towards a relation extraction framework for cyber-security conceptsCode0
Jointly Embedding Relations and Mentions for Knowledge Population0
Multilingual Open Relation Extraction Using Cross-lingual Projection0
When Are Tree Structures Necessary for Deep Learning of Representations?0
Design Challenges for Entity Linking0
Exploiting Parallel News Streams for Unsupervised Event Extraction0
Toward a Discourse Theory for Annotating Causal Relations in Japanese0
Parallel Feature Selection Inspired by Group Testing0
Errata: Distant Supervision for Relation Extraction with Matrix Completion0
Inferring User Preferences by Probabilistic Logical Reasoning over Social Networks0
Challenges in Information Extraction from Tables in Biomedical Research Publications: a Dataset Analysis0
ZORE: A Syntax-based System for Chinese Open Relation Extraction0
Noisy Or-based model for Relation Extraction using Distant Supervision0
Type-Aware Distantly Supervised Relation Extraction with Linked Arguments0
Event Role Extraction using Domain-Relevant Word Representations0
Joint Inference for Knowledge Base Population0
Modeling Joint Entity and Relation Extraction with Table Representation0
Combining Distant and Partial Supervision for Relation Extraction0
Typed Tensor Decomposition of Knowledge Bases for Relation Extraction0
Importance weighting and unsupervised domain adaptation of POS taggers: a negative result0
A convex relaxation for weakly supervised relation extraction0
10,000+ Times Accelerated Robust Subset Selection (ARSS)0
An Entity-Centric Coreference Resolution System for Person Entities with Rich Linguistic Information0
Limited memory incremental coreference resolution0
Biomedical/Clinical NLP0
A Generic Anaphora Resolution Engine for Indian Languages0
Comparable Study of Event Extraction in Newswire and Biomedical Domains0
Prior-informed Distant Supervision for Temporal Evidence Classification0
Relation Classification via Convolutional Deep Neural NetworkCode0
Exploring Fine-grained Entity Type Constraints for Distantly Supervised Relation Extraction0
Ensemble-Based Medical Relation Classification0
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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
8KnowPromptF190.3Unverified
9LUKEF190.3Unverified
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
7TANLRE+ Micro F172.6Unverified
8TablERTRE+ 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