Classification on TREC-6

Metric: Error (lower is better)

LeaderboardDataset

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#	Model↕	Error▲	Augmentations	Paper	Date↕	Code
1	Automatic Label Error Correction	0.4	No	The Re-Label Method For Data-Centric Machine Lea...	2023-02-09	Code
2	USE_T+CNN	1.93	No	Universal Sentence Encoder	2018-03-29	Code
3	RoBERTa+DualCL	2.6	No	Dual Contrastive Learning: Text Classification v...	2022-01-21	Code
4	BERT-ITPT-FiT	3.2	No	How to Fine-Tune BERT for Text Classification?	2019-05-14	Code
5	ULMFiT	3.6	No	Universal Language Model Fine-tuning for Text Cl...	2018-01-18	Code
6	LSTM-CNN	3.9	No	Text Classification Improved by Integrating Bidi...	2016-11-21	Code
7	CNN+MCFA	4	No	Translations as Additional Contexts for Sentence...	2018-06-14	Code
8	TBCNN	4	No	Discriminative Neural Sentence Modeling by Tree-...	2015-04-05	-
9	CoVe	4.2	No	Learned in Translation: Contextualized Word Vect...	2017-08-01	Code
10	C-LSTM	5.4	No	A C-LSTM Neural Network for Text Classification	2015-11-27	Code
11	VLAWE	5.8	No	Vector of Locally-Aggregated Word Embeddings (VL...	2019-02-23	Code
12	MPAD-path	6.2	No	Message Passing Attention Networks for Document ...	2019-08-17	Code
13	GRU-RNN-GLOVE	7	No	All-but-the-Top: Simple and Effective Postproces...	2017-02-05	Code
14	STM+TSED+PT+2L	7.04	No	The Pupil Has Become the Master: Teacher-Student...	2019-05-31	Code
15	Capsule-B	7.2	No	Investigating Capsule Networks with Dynamic Rout...	2018-03-29	Code
16	SWEM-aver	7.8	No	Baseline Needs More Love: On Simple Word-Embeddi...	2018-05-24	Code
17	DELTA (CNN)	7.8	No	DELTA: A DEep learning based Language Technology...	2019-08-02	Code
18	byte mLSTM7	9.6	No	A La Carte Embedding: Cheap but Effective Induct...	2018-05-14	Code
19	TM-Glove	9.96	No	Enhancing Interpretable Clauses Semantically usi...	2021-04-14	Code

#1Automatic Label Error CorrectionSOTA
0.4
Error· 2023-02-09
The Re-Label Method For Data-Centric Machine Learning Code
#2USE_T+CNNSOTA
1.93
Error· 2018-03-29
Universal Sentence Encoder Code
#3RoBERTa+DualCL
2.6
Error· 2022-01-21
Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation Code
#4BERT-ITPT-FiT
3.2
Error· 2019-05-14
How to Fine-Tune BERT for Text Classification?Code
#5ULMFiTSOTA
3.6
Error· 2018-01-18
Universal Language Model Fine-tuning for Text Classification Code
#6LSTM-CNNSOTA
3.9
Error· 2016-11-21
Text Classification Improved by Integrating Bidirectional LSTM with Two-dimensional Max Pooling Code
#7CNN+MCFA
4
Error· 2018-06-14
Translations as Additional Contexts for Sentence Classification Code
#8TBCNNSOTA
4
Error· 2015-04-05
Discriminative Neural Sentence Modeling by Tree-Based Convolution
#9CoVe
4.2
Error· 2017-08-01
Learned in Translation: Contextualized Word Vectors Code
#10C-LSTM
5.4
Error· 2015-11-27
A C-LSTM Neural Network for Text Classification Code
#11VLAWE
5.8
Error· 2019-02-23
Vector of Locally-Aggregated Word Embeddings (VLAWE): A Novel Document-level Representation Code
#12MPAD-path
6.2
Error· 2019-08-17
Message Passing Attention Networks for Document Understanding Code
#13GRU-RNN-GLOVE
7
Error· 2017-02-05
All-but-the-Top: Simple and Effective Postprocessing for Word Representations Code
#14STM+TSED+PT+2L
7.04
Error· 2019-05-31
The Pupil Has Become the Master: Teacher-Student Model-Based Word Embedding Distillation with Ensemble Learning Code
#15Capsule-B
7.2
Error· 2018-03-29
Investigating Capsule Networks with Dynamic Routing for Text Classification Code
#16SWEM-aver
7.8
Error· 2018-05-24
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms Code
#17DELTA (CNN)
7.8
Error· 2019-08-02
DELTA: A DEep learning based Language Technology plAtform Code
#18byte mLSTM7
9.6
Error· 2018-05-14
A La Carte Embedding: Cheap but Effective Induction of Semantic Feature Vectors Code
#19TM-Glove
9.96
Error· 2021-04-14
Enhancing Interpretable Clauses Semantically using Pretrained Word Representation Code