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SotA/Natural Language Processing/Relation Classification/TACRED

Relation Classification on TACRED

Metric: F1 (higher is better)

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#Model↕F1▼Extra DataPaperDate↕Code
1DeepStruct multi-task w/ finetune76.8NoDeepStruct: Pretraining of Language Models for S...2022-05-21Code
2DeepEx (zero-shot top-10)76.4NoZero-Shot Information Extraction as a Unified Te...2021-09-23Code
3DeepStruct multi-task74.9NoDeepStruct: Pretraining of Language Models for S...2022-05-21Code
4LUKE 483M72.7NoLUKE: Deep Contextualized Entity Representations...2020-10-02Code
5K-Adapter72NoK-Adapter: Infusing Knowledge into Pre-Trained M...2020-02-05Code
6TANL71.9NoStructured Prediction as Translation between Aug...2021-01-14Code
7KEPLER71.7NoKEPLER: A Unified Model for Knowledge Embedding ...2019-11-13Code
8MTB Baldini Soares et al. (2019)71.5NoMatching the Blanks: Distributional Similarity f...2019-06-07Code
9KnowBERT71.5NoKnowledge Enhanced Contextual Word Representations2019-09-09Code
10RoBERTa71.3NoK-Adapter: Infusing Knowledge into Pre-Trained M...2020-02-05Code
11SpanBERT70.8NoSpanBERT: Improving Pre-training by Representing...2019-07-24Code
12ERNIE68NoERNIE: Enhanced Language Representation with Inf...2019-05-17Code
13C-GCN66.4NoGraph Convolution over Pruned Dependency Trees I...2018-09-26Code
14BERT66NoERNIE: Enhanced Language Representation with Inf...2019-05-17Code
15TANL (multi-task)61.9NoStructured Prediction as Translation between Aug...2021-01-14Code
16DeepEx (zero-shot top-1)49.2NoZero-Shot Information Extraction as a Unified Te...2021-09-23Code
17Deepstruct zero-shot36.1NoDeepStruct: Pretraining of Language Models for S...2022-05-21Code