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Topic Classification on AG-News

95.58Accuracy

Tay et al. (2022)

Updated 4d ago

Evaluation Results

Method	Links
Tay et al. (2022) 2022.11		95.58
UD+-XXL 2022.11		95.56
RLLR_MIXED 2024.05		93.5
RLLR 2024.05		93.4
RLLR 2024.05		93.4
RLLR_MIXED 2024.05		93.4
SFT 2024.05		93.4
SFT w. rat. 2024.05		93.1
RLHF 2024.05		93.1
RLLR 2024.05		93.1
RLHF 2024.05		93
SFT 2024.05		93
RLLR 2024.05		93
RLLR_MIXED 2024.05		93
RLHF 2024.05		92.9
SFT w. rat. 2024.05		92.7
RLLR_MIXED 2024.05		92.7
RLHF 2024.05		92.7
RLLR 2024.05		92.7
GENICL 2025.05		92.6
SFT w. rat. 2024.05		92.5
SFT 2024.05		92.5
SFT w. rat. 2024.05		92.5
RLLR_MIXED 2024.05		92.5
LLM-R 2025.05		92.4
SFT 2024.05		92.2
RLHF 2024.05		92.2
SFT w. rat. 2024.05		91.8
EPR 2025.05		91.8
E5base 2025.05		90.6
FADS-ICL 2024.05		90.5
FADS-ICL 2024.05		90.2
BM25 2025.05		90
kNN-prompt 2024.05		89.9
kNN-prompt 2024.05		89.9
Finetune 2022.12		89.85
SFT 2024.05		89.8
FADS-ICL 2024.05		89.8
SBERT 2025.05		89.8
MUPPET 2022.12		89.77
FADS-ICL 2024.05		89.7
kNN-prompting 2024.05		89.6
FADS-ICL 2024.05		89.6
ColD-Fusion 2022.12		89.58
Multitask 2022.12		89.55
DC 2024.05		89.34
FADS-ICL 2024.05		89.2
ICL 2024.05		89.14
FADS-ICL 2024.05		89.1
DC 2024.05		89.08
kNN-prompting 2024.05		89
ICL 2024.05		88.8
UniBias 2024.05		88.68
FADS-ICL 2024.05		88.4
FADS-ICL 2024.05		88.4
kNN-prompting 2024.05		88.4
FADS-ICL 2024.05		88.4
GPT Large FT 2024.05		88.3
kNN-prompting 2024.05		88.3
UniBias 2024.05		88.29
CC 2024.05		88.23
FADS-ICL 2024.05		88.2
FADS-ICL 2024.05		88.1
BERT Large FT 2024.05		88
kNN-prompt 2024.05		87.9
kNN-prompting 2024.05		87.8
kNN-prompting 2024.05		87.8
FADS-ICL 2024.05		87.8
kNN-prompting 2024.05		87.7
kNN-prompting 2024.05		87.6
kNN-prompt 2024.05		87.5
ICL 2024.05		87.1
FADS-ICL 2024.05		87
kNN-prompting 2024.05		86.9
PC 2024.05		86.81
kNN-prompting 2024.05		86.6
FADS-ICL 2024.05		86.5
DecT 2022.12		86.4
kNN-prompt 2024.05		86.4
SBERT 2024.05		86.3
ICL 2024.05		86.2
ICL 2024.05		86.2
ICL 2024.05		86.2
kNN-prompt 2024.05		86.1
PC 2024.05		86.03
kNN-prompt 2024.05		85.9
ICL 2024.05		85.59
ICL 2024.05		85.5
SimCSE 2024.05		85.5
kNN-prompting 2024.05		85.4
BBTv2 2022.12		85.3
SBERT 2024.05		85.3
PromptBoosting 2022.12		85.2
FADS-ICL 2024.05		84.9
SBERT 2024.05		84.6
SimCSE 2024.05		84.5
kNN-prompting 2024.05		84.3
FADS-ICL 2024.05		84.2
Trans-Encoder 2024.05		84.1
kNN-prompt 2024.05		84

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