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 376400 of 445 papers

TitleStatusHype
Leveraging Codebook Knowledge with NLI and ChatGPT for Zero-Shot Political Relation ClassificationCode0
NLPContributions: An Annotation Scheme for Machine Reading of Scholarly Contributions in Natural Language Processing LiteratureCode0
CollFrEn: Rich Bilingual English–French Collocation ResourceCode0
Improved Relation Extraction with Feature-Rich Compositional Embedding ModelsCode0
Towards a More Generalized Approach in Open Relation ExtractionCode0
CogALex-V Shared Task: LexNET - Integrated Path-based and Distributional Method for the Identification of Semantic RelationsCode0
Table Filling Multi-Task Recurrent Neural Network for Joint Entity and Relation ExtractionCode0
CATENA: CAusal and TEmporal relation extraction from NAtural language textsCode0
RH-Net: Improving Neural Relation Extraction via Reinforcement Learning and Hierarchical Relational SearchingCode0
Discourse Relation Embeddings: Representing the Relations between Discourse Segments in Social MediaCode0
Zero-shot Relation Classification from Side InformationCode0
Attention-Based Convolutional Neural Network for Semantic Relation ExtractionCode0
Semantic Relation Classification via Bidirectional LSTM Networks with Entity-aware Attention using Latent Entity TypingCode0
One-shot to Weakly-Supervised Relation Classification using Language ModelsCode0
On the Compositionality and Semantic Interpretation of English Noun CompoundsCode0
Towards Rehearsal-Free Continual Relation Extraction: Capturing Within-Task Variance with Adaptive PromptingCode0
ERNIE: Enhanced Language Representation with Informative EntitiesCode0
DiscoGeM: A Crowdsourced Corpus of Genre-Mixed Implicit Discourse RelationsCode0
Specializing Unsupervised Pretraining Models for Word-Level Semantic SimilarityCode0
On the Relation between Syntactic Divergence and Zero-Shot PerformanceCode0
On the use of Silver Standard Data for Zero-shot Classification Tasks in Information ExtractionCode0
OPI at SemEval-2022 Task 10: Transformer-based Sequence Tagging with Relation Classification for Structured Sentiment AnalysisCode0
A Latent Variable Recurrent Neural Network for Discourse Relation Language ModelsCode0
PcMSP: A Dataset for Scientific Action Graphs Extraction from Polycrystalline Materials Synthesis Procedure TextCode0
Word-Level Loss Extensions for Neural Temporal Relation ClassificationCode0
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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