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 17011750 of 1977 papers

TitleStatusHype
Resolving Entity Coreference in Croatian with a Constrained Mention-Pair Model0
Open Relation Extraction for Polish: Preliminary Experiments0
A TV Program Discovery Dialog System using recommendations0
Exploring Word Embedding for Drug Name Recognition0
Held-out versus Gold Standard: Comparison of Evaluation Strategies for Distantly Supervised Relation Extraction from Medline abstracts0
Information Extraction from Biomedical Texts: Learning Models with Limited Supervision0
Distant Supervision for Relation Extraction via Piecewise Convolutional Neural NetworksCode0
Automatic Extraction of Time Expressions Accross Domains in French Narratives0
Large-Scale Acquisition of Entailment Pattern Pairs by Exploiting Transitivity0
A Neural Network Model for Low-Resource Universal Dependency Parsing0
CORE: Context-Aware Open Relation Extraction with Factorization Machines0
ERSOM: A Structural Ontology Matching Approach Using Automatically Learned Entity Representation0
Measuring Prerequisite Relations Among Concepts0
Joint Mention Extraction and Classification with Mention Hypergraphs0
Sieve-Based Spatial Relation Extraction with Expanding Parse Trees0
Invited Talk: The Case for Universal Dependencies0
An extended dependency graph for relation extraction in biomedical texts0
HAREM and Klue: how to put two tagsets for named entities annotation together0
Sar-graphs: A Linked Linguistic Knowledge Resource Connecting Facts with Language0
The Web as an Implicit Training Set: Application to Noun Compounds Syntax and Semantics0
Making the most of limited training data using distant supervision0
Dependency Parsing with Compression Rules0
Entity Linking Korean Text: An Unsupervised Learning Approach using Semantic Relations0
Cross-lingual Transfer for Unsupervised Dependency Parsing Without Parallel Data0
Model Selection for Type-Supervised Learning with Application to POS Tagging0
A Web-based Collaborative Evaluation Tool for Automatically Learned Relation Extraction Patterns0
A system for fine-grained aspect-based sentiment analysis of Chinese0
SCHN\"APPER: A Web Toolkit for Exploratory Relation Extraction0
Low Resource Dependency Parsing: Cross-lingual Parameter Sharing in a Neural Network Parser0
A Lexicalized Tree Kernel for Open Information Extraction0
Embedding Methods for Fine Grained Entity Type Classification0
Semantic Representations for Domain Adaptation: A Case Study on the Tree Kernel-based Method for Relation Extraction0
Document Level Time-anchoring for TimeLine Extraction0
A Knowledge-Intensive Model for Prepositional Phrase Attachment0
Structural Representations for Learning Relations between Pairs of Texts0
Knowledge Graph Embedding via Dynamic Mapping MatrixCode0
Leveraging Linguistic Structure For Open Domain Information Extraction0
Semantically Smooth Knowledge Graph Embedding0
Combining Temporal Information and Topic Modeling for Cross-Document Event Ordering0
A Shared Task on Argumentation Mining in Newspaper Editorials0
A Compositional Interpretation of Biomedical Event Factuality0
Relation Extraction: Perspective from Convolutional Neural Networks0
Identifying Argumentation Schemes in Genetics Research Articles0
Towards Combined Matrix and Tensor Factorization for Universal Schema Relation Extraction0
SemEval-2015 Task 4: TimeLine: Cross-Document Event Ordering0
HeidelToul: A Baseline Approach for Cross-document Event Ordering0
HLT-FBK: a Complete Temporal Processing System for QA TempEval0
UTD: Ensemble-Based Spatial Relation Extraction0
GPLSIUA: Combining Temporal Information and Topic Modeling for Cross-Document Event Ordering0
A Concrete Chinese NLP Pipeline0
Show:102550
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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