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Sentiment Analysis on SST-2 (test)

97.1Accuracy

Previous SOTA

Updated 1d ago

Evaluation Results

Method	Links
Previous SOTA 2020.05		97.1
RoBERTa + SKEP 2020.05		97
RoBERTa + SKEP 2020.05		96.7
LM-Cocktail2 2023.11		96.56
LM-Cocktail10 2023.11		96.56
RoBERTa 2020.05		96.5
CLS-based FT + TAPT 2023.05		96
PGI 2022.12		95.77
Non-Aligned 2024.02		95.6
Fine-tuned 2023.11		95.53
Prompt-based FT (hard) + PCP 2023.05		95.5
Prompt-based FT (hard) 2023.05		95.2
CLS-based FT 2023.05		95.1
Fine-tuning (full) 2021.08		95
Vaccine 2024.02		95
RoBERTa 2020.05		94.9
SFT 2024.02		94.8
Vlguard 2024.02		94.8
Vlguard 2024.02		94.8
Extra Annotation 2023.07		94.7
Non-Aligned 2024.02		94.6
Non-Aligned 2024.02		94.6
Vlguard 2024.02		94.6
Vlguard 2024.02		94.6
Vlguard 2024.02		94.6
GENICL 2025.05		94.6
CoTAM 2023.07		94.5
GENICL 2025.05		94.5
Non-Aligned 2024.02		94.4
SFT 2024.02		94.4
SFT 2024.02		94.4
Prompt-based FT (soft) + PCP 2023.05		94.3
FlipDA++ 2023.07		94.3
LLM-R 2025.05		94.3
LLM Pseudo Label 2023.07		94.2
SFT 2024.02		94.2
SFT 2024.02		94.2
Base 2023.07		94
COTDA 2023.07		94
Non-Aligned 2024.02		94
GENICL 2025.05		94
Prompt-based FT (soft) + PCP 2023.05		93.9
KEN 2024.02		93.8
Vaccine 2024.02		93.8
LLM-R 2025.05		93.8
Prompt-based FT (hard) + PCP 2023.05		93.6
Human Labeled 2022.12		93.52
DART 2021.08		93.5
Prompt-based FT (hard) + TAPT 2023.05		93.5
Bert-base 2024.02		93.37
Hybrid 2024.02		93.23
Vaccine 2024.02		93
LLM-R 2025.05		93
KEN 2024.02		92.9
GENICL 2025.05		92.7
Vaccine 2024.02		92.6
Vaccine 2024.02		92.6
LLM-R 2025.05		92.6
LKD+Init. 2023.05		92.5
LKD+Init. 2023.05		92.5
LM-BFF 2021.08		92.3
P-Tuning 2021.08		92.2
HybridNT 2024.02		92.2
LKD 2023.05		92
Hybrid 2024.02		91.97
ERM 2023.05		91.85
ZoVH 2026.05		91.55
RETROPROMPT 2022.05		91.4
RETROPROMPT 2025.12		91.4
MeZO 2026.05		91.13
ZoVH 2026.05		90.9
Gordon et al. (2020) 2024.02		90.8
HybridNT 2024.02		90.71
ZoVH 2026.05		90.63
Q-Diversity 2023.05		90.62
LKD 2023.05		90.6
No Example 2023.07		90.5
MeZO 2026.05		90.41
Sajjad et al. (2020) 2024.02		90.3
ZoVH 2026.05		90.29
Coherence Boosting (GPT-3 175B) 2021.10		89.84
LM-BFF (D-demo) 2022.05		89.3
LM-BFF (D-demo) 2025.12		89.3
PGDA 2022.12		89.29
LM-BFF (man) 2022.05		88.9
LM-BFF (man) 2025.12		88.9
EWC 2024.02		88.6
Dynamic Self-Attention 2018.08		88.5
Human Labeled 2022.12		88.47
CNN with self-attention 2018.08		88.3
BiLSTM with self-attention 2018.08		88.2
EWC 2024.02		88.2
GPT-3 175B 2021.10		88.14
PGDA 2022.12		87.75
BiLSTM 2018.08		87.5
EWC 2024.02		87.4
CNN 2018.08		87.2
Coherence Boosting (GPT-2 XL) 2021.10		86.93
KPT 2022.05		86.8
EWC 2024.02		86.8

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