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Mathematical Reasoning on GSM8K (test) (Accuracy)

99Accuracy

No Defense

Updated 2d ago

Evaluation Results

Method	Links
No Defense 2025.05		99
ICD 2025.05		99
Goal Prioritization 2025.05		99
SAGE 2025.05		99
No Defense 2025.05		98
Self-Reminder 2025.05		98
IA 2025.05		98
IA 2025.05		97
Self-Reminder 2025.05		97
Self-Examination 2025.05		97
Goal Prioritization 2025.05		97
SAGE 2025.05		97
Dense 2025.12		96.74
MGRS 2025.11		96.5
AFlow 2026.01		96.5
FLEx 2026.01		96.4
MaAS 2026.01		96.4
IA 2025.05		96
CoT-SC 2026.01		96
ADAS 2026.01		96
BayesFlow 2026.01		96
FLEx 2026.01		95.7
RESP w/o re-gen 2025.12		95.53
RESP 2025.12		95.53
FLEx 2026.01		95.5
SC 2026.01		95.5
CoT 2026.01		95.2
SC 2026.01		95.1
RAG 2026.01		95.1
No Defense 2025.05		95
Self-Reminder 2025.05		95
ICD 2025.05		95
SAGE 2025.05		95
AoT 2025.11		95
FLEx 2026.01		94.8
RAG 2026.01		94.8
SR 2026.01		94.8
SR 2026.01		94.7
ICL_bio 2024.04		94.5
RAG 2026.01		94.5
RAG 2026.01		94.4
ICL_math 2024.04		94.2
CoT 2026.01		94.2
SR 2026.01		94.1
Goal Prioritization 2025.05		94
Self-Examination 2025.05		94
SC 2026.01		94
FoT 2025.11		94
CoT 2026.01		93.9
FLEx 2026.01		93.8
SC 2026.01		93.6
AFlow 2025.11		93.5
CoT 2026.01		93.4
GPT-4o-mini (Random_diff) 2024.04		93.3
GPT-4o-mini (Random_bio) 2024.04		93.2
SR 2026.01		93.1
Jet-RL 2026.01		93.1
Self-Examination 2025.05		93
ICD 2025.05		93
No Defense 2025.05		93
Self-Reminder 2025.05		93
Self-Examination 2025.05		93
SAGE 2025.05		93
SC 2026.01		93
ROAST 2026.02		92.95
RAG 2026.01		92.9
BF16 2026.01		92.9
RESP w/o re-gen 2025.12		92.65
Baseline 2026.02		92.61
GPT-4o-mini (Random_same) 2024.04		92.6
SC 2026.01		92.5
Few-shot-20 2026.02		92.46
TraDo 8B 2026.01		92.3
Full Attention 2026.01		92.2
CoT 2026.01		92.1
TATA 2025.02		92.1
BF16-Train-FP8-Rollout 2026.01		92.1
No Defense 2025.05		92
ICD 2025.05		92
Chain-of-Thought 2026.02		92
CoT-SC 2025.11		92
SADI 2026.02		91.95
GPT-4o-mini (N/A) 2024.04		91.9
SESS-rep 2026.01		91.9
IPOMP 2026.01		91.8
SESS-vlc 2026.01		91.8
BF16 2026.01		91.8
SR 2026.01		91.7
Self-refine 2025.11		91.7
CoT 2026.01		91.6
Qwen2.5 7B 2026.01		91.6
COMT+CCRL 2026.01		91.4
hybrid 2025.02		91.4
RESP 2025.12		91.36
ICL_math 2024.04		91.1
PRISM 2026.02		91.1
Self-Examination 2025.05		91
SAGE 2025.05		91
FLEx 2026.01		91
SESS-vlc 2026.01		91

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