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 101125 of 445 papers

TitleStatusHype
A Two-phase Prototypical Network Model for Incremental Few-shot Relation Classification0
A Marker-based Neural Network System for Extracting Social Determinants of Health0
Combining Lexical and Spatial Knowledge to Predict Spatial Relations between Objects in Images0
Assessing the Difficulty of Classifying ConceptNet Relations in a Multi-Label Classification Setting0
Cross Domain Few-Shot Learning via Meta Adversarial Training0
Cross-lingual Discourse Relation Analysis: A corpus study and a semi-supervised classification system0
Cross-Network Learning with Partially Aligned Graph Convolutional Networks0
Diversity Over Quantity: A Lesson From Few Shot Relation Classification0
Automatic Essay Scoring Incorporating Rating Schema via Reinforcement Learning0
Customized Attention Mechanism for Relation Classification0
CVAE-based Re-anchoring for Implicit Discourse Relation Classification0
A Data Bootstrapping Recipe for Low Resource Multilingual Relation Classification0
Semantic Relations and Deep Learning0
A VSM-based Statistical Model for the Semantic Relation Interpretation of Noun-Modifier Pairs0
Assessing Open-Source Large Language Models on Argumentation Mining Subtasks0
Dense Event Ordering with a Multi-Pass Architecture0
Best of Both Worlds: A Pliable and Generalizable Neuro-Symbolic Approach for Relation Classification0
Dependency Based Embeddings for Sentence Classification Tasks0
ACNLP at SemEval-2020 Task 6: A Supervised Approach for Definition Extraction0
CogALex-V Shared Task: CGSRC - Classifying Semantic Relations using Convolutional Neural Networks0
Direct Fact Retrieval from Knowledge Graphs without Entity Linking0
Bidirectional Recurrent Convolutional Neural Network for Relation Classification0
Aspectual Type and Temporal Relation Classification0
Bilingual Active Learning for Relation Classification via Pseudo Parallel Corpora0
Adaptive Prototypical Networks with Label Words and Joint Representation Learning for Few-Shot Relation Classification0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepEx (zero-shot top-10)F176.4Unverified
2DeepStruct multi-taskF174.9Unverified
3LUKE 483MF172.7Unverified
4K-AdapterF172Unverified
5KnowBERTF171.5Unverified
6MTB Baldini Soares et al. (2019)F171.5Unverified
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