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
Cross Domain Few-Shot Learning via Meta Adversarial Training0
Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream TasksCode1
Prompt-based Zero-shot Relation Classification with Semantic Knowledge Augmentation0
Enhanced Protein-Protein Interactions Extraction from the Literature using Entity Type- and Position-aware Representation0
From Examples to Rules: Neural Guided Rule Synthesis for Information ExtractionCode1
VRDFormer: End-to-End Video Visual Relation Detection With Transformers0
Budget Sensitive Reannotation of Noisy Relation Classification Data Using Label Hierarchy0
Unified Named Entity Recognition as Word-Word Relation ClassificationCode1
Knowledge-Augmented Language Models for Cause-Effect Relation ClassificationCode1
CogALex 2.0: Impact of Data Quality on Lexical-Semantic Relation PredictionCode0
Prompt-based Zero-shot Relation Extraction with Semantic Knowledge AugmentationCode0
Enhancing Multilingual Language Model with Massive Multilingual Knowledge TriplesCode1
Generative Prompt Tuning for Relation Classification0
One General Teacher for Multi-Data Multi-Task: A New Knowledge Distillation Framework for Discourse Relation Analysis0
SERC: Syntactic and Semantic Sequence based Event Relation Classification0
Distilling Relation Embeddings from Pretrained Language ModelsCode0
Utilizing Relative Event Time to Enhance Event-Event Temporal Relation ExtractionCode1
Towards Realistic Few-Shot Relation ExtractionCode1
Argument Pair Extraction with Mutual Guidance and Inter-sentence Relation Graph0
CVAE-based Re-anchoring for Implicit Discourse Relation Classification0
KLMo: Knowledge Graph Enhanced Pretrained Language Model with Fine-Grained RelationshipsCode0
A Unified Approach to Discourse Relation Classification in nine Languages0
A Data Bootstrapping Recipe for Low-Resource Multilingual Relation Classification0
The DISRPT 2021 Shared Task on Elementary Discourse Unit Segmentation, Connective Detection, and Relation Classification0
REBEL: Relation Extraction By End-to-end Language generationCode1
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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