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TREC-6
Classification on TREC-6
Metric: Error (lower is better)
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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