Classification on AG News

Metric: Error (lower is better)

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#	Model↕	Error▲	Augmentations	Paper	Date↕	Code
1	XLNet	4.45	No	XLNet: Generalized Autoregressive Pretraining fo...	2019-06-19	Code
2	BERT-ITPT-FiT	4.8	No	How to Fine-Tune BERT for Text Classification?	2019-05-14	Code
3	L MIXED	4.95	No	Revisiting LSTM Networks for Semi-Supervised Tex...	2020-09-08	Code
4	ULMFiT	5.01	No	Universal Language Model Fine-tuning for Text Cl...	2018-01-18	Code
5	DRNN	5.53	No	-	-	-
6	DNC+CUW	6.1	No	Learning to Remember More with Less Memorization	2019-01-05	Code
7	ULMFiT (Small data)	6.3	No	Sampling Bias in Deep Active Classification: An ...	2019-09-20	Code
8	CNN	6.57	No	Supervised and Semi-Supervised Text Categorizati...	2016-02-07	-
9	DPCNN	6.87	No	-	-	Code
10	EXAM	7	No	Explicit Interaction Model towards Text Classifi...	2018-11-23	Code
11	SWEM-concat	7.34	No	Baseline Needs More Love: On Simple Word-Embeddi...	2018-05-24	Code
12	Capsule-B	7.4	No	Investigating Capsule Networks with Dynamic Rout...	2018-03-29	Code
13	fastText	7.5	No	Bag of Tricks for Efficient Text Classification	2016-07-06	Code
14	LEAM	7.55	No	Joint Embedding of Words and Labels for Text Cla...	2018-05-10	Code
15	CCCapsNet	7.61	No	Compositional Coding Capsule Network with K-Mean...	2018-10-22	Code
16	Balanced+bi-leaf-RNN	7.9	No	On Tree-Based Neural Sentence Modeling	2018-08-29	Code
17	VDCN	8.67	No	Very Deep Convolutional Networks for Text Classi...	2016-06-06	Code
18	SVDCNN	9.45	No	Squeezed Very Deep Convolutional Neural Networks...	2019-01-28	Code
19	Char-level CNN	9.51	No	Character-level Convolutional Networks for Text ...	2015-09-04	Code
20	Seq2CNN with GWS(50)	9.64	No	Abstractive Text Classification Using Sequence-t...	2018-05-20	Code
21	Llama-3.3-70B + CAPO	11.2	No	CAPO: Cost-Aware Prompt Optimization	2025-04-22	Code
22	Qwen2.5-32B + CAPO	12.93	No	CAPO: Cost-Aware Prompt Optimization	2025-04-22	Code
23	ToWE-SG	14	No	-	-	Code
24	Mistral-Small-24B + CAPO	15.7	No	CAPO: Cost-Aware Prompt Optimization	2025-04-22	Code

#1XLNetSOTA
4.45
Error· 2019-06-19
XLNet: Generalized Autoregressive Pretraining for Language Understanding Code
#2BERT-ITPT-FiTSOTA
4.8
Error· 2019-05-14
How to Fine-Tune BERT for Text Classification?Code
#3L MIXED
4.95
Error· 2020-09-08
Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function Code
#4ULMFiTSOTA
5.01
Error· 2018-01-18
Universal Language Model Fine-tuning for Text Classification Code
#5DRNN
5.53
Error
No paper
#6DNC+CUW
6.1
Error· 2019-01-05
Learning to Remember More with Less Memorization Code
#7ULMFiT (Small data)
6.3
Error· 2019-09-20
Sampling Bias in Deep Active Classification: An Empirical Study Code
#8CNNSOTA
6.57
Error· 2016-02-07
Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings
#9DPCNN
6.87
Error
No paperCode
#10EXAM
7
Error· 2018-11-23
Explicit Interaction Model towards Text Classification Code
#11SWEM-concat
7.34
Error· 2018-05-24
Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms Code
#12Capsule-B
7.4
Error· 2018-03-29
Investigating Capsule Networks with Dynamic Routing for Text Classification Code
#13fastText
7.5
Error· 2016-07-06
Bag of Tricks for Efficient Text Classification Code
#14LEAM
7.55
Error· 2018-05-10
Joint Embedding of Words and Labels for Text Classification Code
#15CCCapsNet
7.61
Error· 2018-10-22
Compositional Coding Capsule Network with K-Means Routing for Text Classification Code
#16Balanced+bi-leaf-RNN
7.9
Error· 2018-08-29
On Tree-Based Neural Sentence Modeling Code
#17VDCN
8.67
Error· 2016-06-06
Very Deep Convolutional Networks for Text Classification Code
#18SVDCNN
9.45
Error· 2019-01-28
Squeezed Very Deep Convolutional Neural Networks for Text Classification Code
#19Char-level CNNSOTA
9.51
Error· 2015-09-04
Character-level Convolutional Networks for Text Classification Code
#20Seq2CNN with GWS(50)
9.64
Error· 2018-05-20
Abstractive Text Classification Using Sequence-to-convolution Neural Networks Code
#21Llama-3.3-70B + CAPO
11.2
Error· 2025-04-22
CAPO: Cost-Aware Prompt Optimization Code
#22Qwen2.5-32B + CAPO
12.93
Error· 2025-04-22
CAPO: Cost-Aware Prompt Optimization Code
#23ToWE-SG
14
Error
No paperCode
#24Mistral-Small-24B + CAPO
15.7
Error· 2025-04-22
CAPO: Cost-Aware Prompt Optimization Code