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Natural Language Inference on MultiNLI Matched

80.2Accuracy

CAFE Ensemble

Updated 4d ago

Evaluation Results

Method	Links
CAFE Ensemble 2017.12		80.2
Densely Interactive Inference Network 2018.11		79.2
CAFE 2017.12		78.7
Compare-Propagate Alignment-Factorized Encoders 2018.11		78.7
ESIM + Read 2017.12		77.8
ESIM 2017.12		76.3
Chen et al. 2018.11		74.9
Shortcut-Stacked Encoder 2017.08		74.6
Nie and Bansal 2018.11		74.6
Distance-Based Self-Attention Network 2018.11		74.1
aESIM 2018.12		73.9
ESIM 2018.12		73.4
ESIM 2017.12		72.4
Enhanced Sequential Inference Model 2018.11		72.4
biLSTM-Max Encoder 2017.08		71.7
Stacked Bi-LSTMs + shortcut connections + max-pooling 2018.11		71.4
Directional Self-Attention Encoders 2018.11		71
DiSAN 2017.09		70.977
Bi-LSTM sentence encoder + max-pooling + attention 2018.11		70.8
Bi-LSTM sentence encoder + max-pooling 2018.11		70.7
Stacked Bi-LSTMs + shortcut connections + max-pooling + attention 2018.11		70.7
Bi-LSTM sentence encoder + attention 2018.11		69.9
BiLSTM 2017.12		69.8
Bi-GRU sentence encoder + attention 2018.11		69.4
Stacked Bi-GRUs + shortcut connections + max-pooling + attention 2018.11		68.9
Stacked Bi-GRUs + shortcut connections + max-pooling 2018.11		68.5
SWEM-max 2018.05		68.2
SWEM-concat 2018.05		67.9
Bi-LSTM 2017.09		67.507
biLSTM Encoder 2017.08		67.5
BiLSTM 2018.11		67.5
Bi-GRU sentence encoder + max-pooling + attention 2018.11		67.2
LSTM 2018.05		66.9
Bi-LSTM 2018.12		66.9
SWEM-aver 2018.05		66.5
Bi-GRU sentence encoder + max-pooling 2018.11		66.5
CBOW 2017.09		65.2
CBOW 2017.08		65.2
CBOW 2017.12		65.2
Continuous BOW (Averaging Word Embeddings) 2018.11		65.2
CNN 2018.05		65
CBOW 2018.12		64.8
LaMini-LLaMA 2023.04		63.8
LaMini-GPT-J 2023.04		57.7
Alpaca 2023.04		38.8
GPT-J 2023.04		37.4
Majority 2017.12		36.5
Most Frequent Class 2018.11		36.5
LLaMA 2023.04		34.4