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 126150 of 445 papers

TitleStatusHype
A Data Bootstrapping Recipe for Low Resource Multilingual Relation Classification0
Inconsistent Few-Shot Relation Classification via Cross-Attentional Prototype Networks with Contrastive Learning0
On the Relation between Syntactic Divergence and Zero-Shot PerformanceCode0
Generate Triggers in Neural Relation Extraction0
Zero-Shot Information Extraction as a Unified Text-to-Triple TranslationCode1
Distilling Relation Embeddings from Pre-trained Language ModelsCode0
DisCoDisCo at the DISRPT2021 Shared Task: A System for Discourse Segmentation, Classification, and Connective DetectionCode0
Supervised Relation Classification as Two-way Span-Prediction0
SORNet: Spatial Object-Centric Representations for Sequential ManipulationCode0
Active Learning for Interactive Relation Extraction in a French Newspaper’s Articles0
Does Knowledge Help General NLU? An Empirical Study0
Let’s be explicit about that: Distant supervision for implicit discourse relation classification via connective prediction0
NS-Hunter: BERT-Cloze Based Semantic Denoising for Distantly Supervised Relation Classification0
From Learning-to-Match to Learning-to-Discriminate:Global Prototype Learning for Few-shot Relation Classification0
Dependency-driven Relation Extraction with Attentive Graph Convolutional NetworksCode1
TIMERS: Document-level Temporal Relation Extraction0
Verb Metaphor Detection via Contextual Relation Learning0
Entity Enhancement for Implicit Discourse Relation Classification in the Biomedical Domain0
UniRE: A Unified Label Space for Entity Relation ExtractionCode1
From Argument Search to Argumentative Dialogue: A Topic-independent Approach to Argument Acquisition for Dialogue SystemsCode0
A Span-Based Model for Joint Overlapped and Discontinuous Named Entity RecognitionCode1
One-shot to Weakly-Supervised Relation Classification using Language ModelsCode0
Enhancing Question Generation with Commonsense Knowledge0
Let's be explicit about that: Distant supervision for implicit discourse relation classification via connective prediction0
Cross-Network Learning with Partially Aligned Graph Convolutional Networks0
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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