Sentiment Analysis on IMDb

Metric: Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	RoBERTa-large with LlamBERT	96.68	No	LlamBERT: Large-scale low-cost data annotation i...	2024-03-23	Code
2	RoBERTa-large	96.54	No	LlamBERT: Large-scale low-cost data annotation i...	2024-03-23	Code
3	XLNet	96.21	Yes	XLNet: Generalized Autoregressive Pretraining fo...	2019-06-19	Code
4	Heinsen Routing + RoBERTa Large	96.2	No	An Algorithm for Routing Vectors in Sequences	2022-11-20	Code
5	RoBERTa-large 355M + Entailment as Few-shot Learner	96.1	No	Entailment as Few-Shot Learner	2021-04-29	Code
6	GraphStar	96	No	Graph Star Net for Generalized Multi-Task Learning	2019-06-21	Code
7	DV-ngrams-cosine with NB sub-sampling + RoBERTa.base	95.94	No	The Document Vectors Using Cosine Similarity Rev...	2022-05-26	Code
8	DV-ngrams-cosine + RoBERTa.base	95.92	No	The Document Vectors Using Cosine Similarity Rev...	2022-05-26	Code
9	Roberta_Large ST + Cosine Similarity Loss	95.9	No	-	-	-
10	BERT large finetune UDA	95.8	Yes	Unsupervised Data Augmentation for Consistency T...	2019-04-29	Code
11	BERT_large+ITPT	95.79	No	How to Fine-Tune BERT for Text Classification?	2019-05-14	Code
12	RoBERTa.base	95.79	Yes	The Document Vectors Using Cosine Similarity Rev...	2022-05-26	Code
13	L MIXED	95.68	No	Revisiting LSTM Networks for Semi-Supervised Tex...	2020-09-08	Code
14	BERT_base+ITPT	95.63	No	How to Fine-Tune BERT for Text Classification?	2019-05-14	Code
15	BERT large	95.49	No	Unsupervised Data Augmentation for Consistency T...	2019-04-29	Code
16	ULMFiT	95.4	No	Universal Language Model Fine-tuning for Text Cl...	2018-01-18	Code
17	Llama-2-70b-chat (0-shot)	95.39	Yes	LlamBERT: Large-scale low-cost data annotation i...	2024-03-23	Code
18	FLAN 137B (few-shot, k=2)	95	Yes	Finetuned Language Models Are Zero-Shot Learners	2021-09-03	Code
19	Block-sparse LSTM	94.99	No	-	-	Code
20	Space-XLNet	94.88	No	Breaking Free Transformer Models: Task-specific ...	2024-01-30	Code
21	CEN-tpc	94.52	No	Contextual Explanation Networks	2017-05-29	Code
22	FLAN 137B (zero-shot)	94.3	Yes	Finetuned Language Models Are Zero-Shot Learners	2021-09-03	Code
23	oh-LSTM	94.1	Yes	Supervised and Semi-Supervised Text Categorizati...	2016-02-07	-
24	Virtual adversarial training	94.1	No	Adversarial Training Methods for Semi-Supervised...	2016-05-25	Code
25	DV-ngrams-cosine + NB-weighted BON (re-evaluated)	93.68	No	The Document Vectors Using Cosine Similarity Rev...	2022-05-26	Code
26	Nyströmformer	93.2	No	Nyströmformer: A Nyström-Based Algorithm for App...	2021-02-07	Code
27	Modified LMU (34M)	93.2	No	Parallelizing Legendre Memory Unit Training	2021-02-22	Code
28	DV-ngrams-cosine	93.13	No	-	-	Code
29	OCaTS (kNN & GPT-3.5-turbo	93.06	No	Cache me if you Can: an Online Cost-aware Teache...	2023-10-20	Code
30	DistilBERT 66M	92.82	No	DistilBERT, a distilled version of BERT: smaller...	2019-10-02	Code
31	GPT-2 Finetuned	92.36	No	-	-	Code
32	seq2-bown-CNN	92.33	No	Effective Use of Word Order for Text Categorizat...	2014-12-01	Code
33	BP-Transformer + GloVe	92.12	No	BP-Transformer: Modelling Long-Range Context via...	2019-11-11	Code
34	BCN+Char+CoVe	91.8	No	Learned in Translation: Contextualized Word Vect...	2017-08-01	Code
35	ToWE-SG	90.8	No	-	-	Code
36	COSINE	90.54	No	Fine-Tuning Pre-trained Language Model with Weak...	2020-10-15	Code
37	LSTM with dynamic skip	90.1	No	Long Short-Term Memory with Dynamic Skip Connect...	2018-11-09	Code
38	CNN+LSTM	88.9	Yes	On the Role of Text Preprocessing in Neural Netw...	2017-07-06	Code
39	UnICORNN	88.4	No	UnICORNN: A recurrent model for learning very lo...	2021-03-09	Code
40	CfC	88.4	No	Closed-form Continuous-time Neural Models	2021-06-25	Code
41	Doc2VecC	88.3	No	Efficient Vector Representation for Documents th...	2017-07-08	Code
42	Bert+ Wilson-Cowan model RNN	87.46	No	Learning in Wilson-Cowan model for metapopulation	2024-06-24	Code
43	S-LSTM	87.15	Yes	Sentence-State LSTM for Text Representation	2018-05-07	Code
44	AlexNet [alexnet]	87	No	Classifying Textual Data with Pre-trained Vision...	2021-06-23	Code
45	VGG16 [vgg16]	86	No	Classifying Textual Data with Pre-trained Vision...	2021-06-23	Code
46	ResNext[resnext]	85	No	Classifying Textual Data with Pre-trained Vision...	2021-06-23	Code
47	Standard DR-AGG	45.1	Yes	Information Aggregation via Dynamic Routing for ...	2018-06-05	Code
48	Reverse DR-AGG	44.5	No	Information Aggregation via Dynamic Routing for ...	2018-06-05	Code