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 326350 of 445 papers

TitleStatusHype
Let's be explicit about that: Distant supervision for implicit discourse relation classification via connective prediction0
Let’s be explicit about that: Distant supervision for implicit discourse relation classification via connective prediction0
LightRel at SemEval-2018 Task 7: Lightweight and Fast Relation Classification0
LightRel SemEval-2018 Task 7: Lightweight and Fast Relation Classification0
LISA: Explaining Recurrent Neural Network Judgments via Layer-wIse Semantic Accumulation and Example to Pattern Transformation0
Local and Global Graph Modeling with Edge-weighted Graph Attention Network for Handwritten Mathematical Expression Recognition0
Logic-guided Semantic Representation Learning for Zero-Shot Relation Classification0
Logician and Orator: Learning from the Duality between Language and Knowledge in Open Domain0
Meta-Learning for Neural Relation Classification with Distant Supervision0
MICK: A Meta-Learning Framework for Few-shot Relation Classification with Small Training Data0
MIT-MEDG at SemEval-2018 Task 7: Semantic Relation Classification via Convolution Neural Network0
Model-Agnostic Meta-Learning for Relation Classification with Limited Supervision0
Modeling Dense Cross-Modal Interactions for Joint Entity-Relation Extraction0
MPDD: A Multi-Party Dialogue Dataset for Analysis of Emotions and Interpersonal Relationships0
MultiGranCNN: An Architecture for General Matching of Text Chunks on Multiple Levels of Granularity0
Multilevel Heuristics for Rationale-Based Entity Relation Classification in Sentences0
Multimodal Relational Triple Extraction with Query-based Entity Object Transformer0
Multi-Perspective Document Revision0
Multiple Range-Restricted Bidirectional Gated Recurrent Units with Attention for Relation Classification0
Neural Network Models for Implicit Discourse Relation Classification in English and Chinese without Surface Features0
Neural Relation Classification with Text Descriptions0
Neural-Symbolic Argumentation Mining: an Argument in Favor of Deep Learning and Reasoning0
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art EvaluationCode0
FewRel 2.0: Towards More Challenging Few-Shot Relation ClassificationCode0
Comparative Analysis of AI Agent Architectures for Entity Relationship ClassificationCode0
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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