Natural Language Inference on MultiNLI

Metric: Mismatched (higher is better)

LeaderboardDataset

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Results

#	Model↕	Mismatched▼	Extra Data	Paper	Date↕	Code
1	Turing NLR v5 XXL 5.4B (fine-tuned)	92.4	No	-	-	-
2	T5	91.7	No	SMART: Robust and Efficient Fine-Tuning for Pre-...	2019-11-08	Code
3	T5-11B	91.7	No	Exploring the Limits of Transfer Learning with a...	2019-10-23	Code
4	T5-3B	91.2	No	Exploring the Limits of Transfer Learning with a...	2019-10-23	Code
5	DeBERTa (large)	91.1	No	DeBERTa: Decoding-enhanced BERT with Disentangle...	2020-06-05	Code
6	Adv-RoBERTa ensemble	90.7	No	StructBERT: Incorporating Language Structures in...	2019-08-13	-
7	RoBERTa (ensemble)	90.2	No	RoBERTa: A Robustly Optimized BERT Pretraining A...	2019-07-26	Code
8	T5-Large 770M	89.6	No	Exploring the Limits of Transfer Learning with a...	2019-10-23	Code
9	ERNIE 2.0 Large	88.8	No	ERNIE 2.0: A Continual Pre-training Framework fo...	2019-07-29	Code
10	BERT-Large	88	No	FNet: Mixing Tokens with Fourier Transforms	2021-05-09	Code
11	MT-DNN-ensemble	87.4	No	Improving Multi-Task Deep Neural Networks via Kn...	2019-04-20	Code
12	Snorkel MeTaL (ensemble)	87.2	No	Training Complex Models with Multi-Task Weak Sup...	2018-10-05	Code
13	gMLP-large	86.5	No	Pay Attention to MLPs	2021-05-17	Code
14	RealFormer	86.34	No	RealFormer: Transformer Likes Residual Attention	2020-12-21	Code
15	T5-Base	86.2	No	Exploring the Limits of Transfer Learning with a...	2019-10-23	Code
16	MT-DNN	86	No	Multi-Task Deep Neural Networks for Natural Lang...	2019-01-31	Code
17	BERT-LARGE	85.9	No	BERT: Pre-training of Deep Bidirectional Transfo...	2018-10-11	Code
18	ERNIE 2.0 Base	85.5	No	ERNIE 2.0: A Continual Pre-training Framework fo...	2019-07-29	Code
19	ELC-BERT-base 98M (zero init)	84.5	No	Not all layers are equally as important: Every L...	2023-11-03	-
20	Charformer-Tall	84.4	No	Charformer: Fast Character Transformers via Grad...	2021-06-23	Code
21	24hBERT	83.8	No	How to Train BERT with an Academic Budget	2021-04-15	Code
22	LTG-BERT-base 98M	83.4	No	Not all layers are equally as important: Every L...	2023-11-03	-
23	TinyBERT-6 67M	83.2	No	TinyBERT: Distilling BERT for Natural Language U...	2019-09-23	Code
24	ERNIE	83.2	No	ERNIE: Enhanced Language Representation with Inf...	2019-05-17	Code
25	T5-Small	82.3	No	Exploring the Limits of Transfer Learning with a...	2019-10-23	Code
26	GPST(unsupervised generative syntactic LM)	82	No	Generative Pretrained Structured Transformers: U...	2024-03-13	Code
27	TinyBERT-4 14.5M	81.8	No	TinyBERT: Distilling BERT for Natural Language U...	2019-09-23	Code
28	MFAE	81.43	No	-	-	Code
29	Finetuned Transformer LM	81.4	No	-	-	-
30	Finetuned Transformer LM	81.4	No	-	-	Code
31	SqueezeBERT	81.1	No	SqueezeBERT: What can computer vision teach NLP ...	2020-06-19	Code
32	ELC-BERT-small 24M	79.9	No	Not all layers are equally as important: Every L...	2023-11-03	-
33	LTG-BERT-small 24M	78.8	No	Not all layers are equally as important: Every L...	2023-11-03	-
34	FNet-Large	76	No	FNet: Mixing Tokens with Fourier Transforms	2021-05-09	Code
35	aESIM	73.9	No	Attention Boosted Sequential Inference Model	2018-12-05	-
36	Stacked Bi-LSTMs (shortcut connections, max-pooling)	72.2	No	Combining Similarity Features and Deep Represent...	2018-11-02	Code
37	Multi-task BiLSTM + Attn	72.1	No	GLUE: A Multi-Task Benchmark and Analysis Platfo...	2018-04-20	Code
38	T5-Large 738M	72	No	LaMini-LM: A Diverse Herd of Distilled Models fr...	2023-04-27	Code
39	GenSen	71.3	No	Learning General Purpose Distributed Sentence Re...	2018-03-30	Code
40	Bi-LSTM sentence encoder (max-pooling)	71.1	No	Combining Similarity Features and Deep Represent...	2018-11-02	Code
41	Stacked Bi-LSTMs (shortcut connections, max-pooling, attention)	70.5	No	Combining Similarity Features and Deep Represent...	2018-11-02	Code
42	LaMini-GPT 1.5B	69.3	No	LaMini-LM: A Diverse Herd of Distilled Models fr...	2023-04-27	Code
43	SWEM-max	67.7	No	Baseline Needs More Love: On Simple Word-Embeddi...	2018-05-24	Code
44	LaMini-F-T5 783M	61	No	LaMini-LM: A Diverse Herd of Distilled Models fr...	2023-04-27	Code
45	LaMini-T5 738M	55.8	No	LaMini-LM: A Diverse Herd of Distilled Models fr...	2023-04-27	Code
46	GPT-2-XL 1.5B	37	No	LaMini-LM: A Diverse Herd of Distilled Models fr...	2023-04-27	Code