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SotA/Methodology/Classification/TREC-6

Classification on TREC-6

Metric: Error (lower is better)

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#Model↕Error▲AugmentationsPaperDate↕Code
1Automatic Label Error Correction0.4NoThe Re-Label Method For Data-Centric Machine Lea...2023-02-09Code
2USE_T+CNN1.93NoUniversal Sentence Encoder2018-03-29Code
3RoBERTa+DualCL2.6NoDual Contrastive Learning: Text Classification v...2022-01-21Code
4BERT-ITPT-FiT3.2NoHow to Fine-Tune BERT for Text Classification?2019-05-14Code
5ULMFiT3.6NoUniversal Language Model Fine-tuning for Text Cl...2018-01-18Code
6LSTM-CNN3.9NoText Classification Improved by Integrating Bidi...2016-11-21Code
7CNN+MCFA4NoTranslations as Additional Contexts for Sentence...2018-06-14Code
8TBCNN4NoDiscriminative Neural Sentence Modeling by Tree-...2015-04-05-
9CoVe4.2NoLearned in Translation: Contextualized Word Vect...2017-08-01Code
10C-LSTM5.4NoA C-LSTM Neural Network for Text Classification2015-11-27Code
11VLAWE5.8NoVector of Locally-Aggregated Word Embeddings (VL...2019-02-23Code
12MPAD-path6.2NoMessage Passing Attention Networks for Document ...2019-08-17Code
13GRU-RNN-GLOVE7NoAll-but-the-Top: Simple and Effective Postproces...2017-02-05Code
14STM+TSED+PT+2L7.04NoThe Pupil Has Become the Master: Teacher-Student...2019-05-31Code
15Capsule-B7.2NoInvestigating Capsule Networks with Dynamic Rout...2018-03-29Code
16SWEM-aver7.8NoBaseline Needs More Love: On Simple Word-Embeddi...2018-05-24Code
17DELTA (CNN)7.8NoDELTA: A DEep learning based Language Technology...2019-08-02Code
18byte mLSTM79.6NoA La Carte Embedding: Cheap but Effective Induct...2018-05-14Code
19TM-Glove9.96NoEnhancing Interpretable Clauses Semantically usi...2021-04-14Code