SOTAVerified

Relation Classification

Relation Classification is the task of identifying the semantic relation holding between two nominal entities in text.

Source: Structure Regularized Neural Network for Entity Relation Classification for Chinese Literature Text

Papers

Showing 5175 of 445 papers

TitleStatusHype
Direct Fact Retrieval from Knowledge Graphs without Entity Linking0
About Evaluation of F1 Score for RECENT Relation Extraction System0
MatSci-NLP: Evaluating Scientific Language Models on Materials Science Language Tasks Using Text-to-Schema ModelingCode1
Evaluating BERT-based Scientific Relation Classifiers for Scholarly Knowledge Graph Construction on Digital Library Collections0
KEPLET: Knowledge-Enhanced Pretrained Language Model with Topic Entity Awareness0
ChatGPT Evaluation on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations0
Covidia: COVID-19 Interdisciplinary Academic Knowledge Graph0
End-to-End Models for Chemical-Protein Interaction Extraction: Better Tokenization and Span-Based Pipeline Strategies0
End-to-End n-ary Relation Extraction for Combination Drug TherapiesCode0
Borrowing Human Senses: Comment-Aware Self-Training for Social Media Multimodal ClassificationCode0
DocRED-FE: A Document-Level Fine-Grained Entity And Relation Extraction DatasetCode1
LabelPrompt: Effective Prompt-based Learning for Relation Classification0
A Marker-based Neural Network System for Extracting Social Determinants of Health0
RankDNN: Learning to Rank for Few-shot LearningCode1
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification0
Multilingual Relation Classification via Efficient and Effective PromptingCode1
Generative Prompt Tuning for Relation ClassificationCode1
PcMSP: A Dataset for Scientific Action Graphs Extraction from Polycrystalline Materials Synthesis Procedure TextCode0
Pre-trained Sentence Embeddings for Implicit Discourse Relation Classification0
CrossRE: A Cross-Domain Dataset for Relation ExtractionCode1
Label distributions help implicit discourse relation classificationCode0
Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge BasesCode1
Multi-Perspective Document Revision0
Dependency-aware Prototype Learning for Few-shot Relation ClassificationCode0
How about Time? Probing a Multilingual Language Model for Temporal RelationsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepEx (zero-shot top-10)F176.4Unverified
2DeepStruct multi-taskF174.9Unverified
3LUKE 483MF172.7Unverified
4K-AdapterF172Unverified
5MTB Baldini Soares et al. (2019)F171.5Unverified
6KnowBERTF171.5Unverified
7RoBERTaF171.3Unverified
8SpanBERTF170.8Unverified
9ERNIEF168Unverified
10ERNIEF167.97Unverified
#ModelMetricClaimedVerifiedStatus
1BRCNNF186.3Unverified
2DRNNsF186.1Unverified
3depLCNN + NSF185.6Unverified
4SDP-LSTMF183.7Unverified
5DepNNF183.6Unverified
6MVRNNF182.4Unverified
#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-task w/ finetuneF1 (10-way 1-shot)97.8Unverified
2DeepEx (zero-shot top-10)F192.9Unverified
3DeepStruct multi-taskF1 (10-way 1-shot)92.2Unverified
4Deepstruct zero-shotF1 (10-way 1-shot)67.6Unverified
5DeepEx (zero-shot top-1)F148.8Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F170.92Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F142.95Unverified
#ModelMetricClaimedVerifiedStatus
1BERT1:1 Accuracy20.6Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttArgMacro F137.72Unverified
#ModelMetricClaimedVerifiedStatus
1SCS-EEREF10.83Unverified