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Accuracy on MedQA (Medical Question Answering)

89.41Accuracy

Spurious Universal

Updated 1d ago

Evaluation Results

Method	Links
Spurious Universal 2026.05		89.41
Spurious 2026.05		88.13
CascadeDebate 2026.04		86.44
Self-Ask 2026.05		82.88
PromptWizard 2026.05		82.34
Least-to-Most 2026.05		81.93
Analogical 2026.05		80.28
Plan-and-Solve 2026.05		77.38
Original 2026.03		77
TRACE-LF 2026.05		76.83
TRACE-CS 2026.05		76.28
DMT 2026.05		75.96
CascadeDebate 2026.04		75.22
SFT-Oracle 2026.05		74.07
SafeReAct 2026.03		74
SFT-Oracle 2026.05		73.76
Zero-Shot CoT 2026.05		73.45
Joint Fine-tuning 2026.05		73.37
Re-Reading 2026.05		71.72
HSIR-SFT 2026.05		71.17
SFT-Oracle 2026.05		70.15
AceMAD 2026.03		69.68
HSIR-SFT 2026.05		69.68
TRACE-CS 2026.05		69.29
Step-Back 2026.05		68.42
Standard Cascade 2026.04		68.2
ReSTEM 2026.05		67.79
Joint Fine-tuning 2026.05		67.71
ReSTEM 2026.05		67.64
TRACE-LF 2026.05		67.64
Sequential Fine-tuning 2026.05		67.4
DMT 2026.05		66.69
Sequential LoRA 2026.05		66.38
SFT-Initial 2026.05		66.14
STaR 2026.05		65.99
Sequential Fine-tuning 2026.05		65.75
Citrus-V 2026.03		64.9
SFT-Initial 2026.05		64.57
S_multi(M_large) 2026.04		64
MEDIC-AD 2026.03		63.6
Lingshu 2026.03		63.3
TRACE-CS 2026.05		62.21
AutoAdapt 2026.03		61.27
HSIR-SFT 2026.05		61.27
Sparse MAD 2026.03		60.97
S_single(M_large) 2026.04		60.89
DS-Agent 2026.03		59.86
STaR 2026.05		59.63
Decentralized MAD 2026.03		59.03
AutoMLAgent 2026.03		58.84
TRACE-LF 2026.05		58.37
HF Defaults 2026.03		58.13
ReSTEM 2026.05		58.13
Joint Fine-tuning 2026.05		57.66
MLCopilot 2026.03		57.5
evaluation-instructed prompt optimization 2025.11		57
Majority Voting 2026.03		56.45
SFT-Initial 2026.05		55.93
Single Agent 2026.03		55.81
SFT-Oracle 2026.05		55.77
HSIR-SFT 2026.05		55.3
DMT 2026.05		55.3
Centralized MAD 2026.03		54.84
ReSTEM 2026.05		54.67
Sequential LoRA 2026.05		54.52
Self-Refine 2025.11		54
HSIR-DPO 2026.05		53.57
STaR 2026.05		53.57
HSIR-DPO 2026.05		53.49
HSIR-DPO 2026.05		53.47
STaR 2026.05		52.87
Standard Cascade 2026.04		52.7
IRPO 2026.05		52.63
evaluation-instructed prompt optimization 2025.11		52
SFT-Initial 2026.05		51.61
Pro-Refine 2025.11		51
evaluation-instructed prompt optimization 2025.11		51
Pro-Refine 2025.11		51
LLM only 2025.11		51
APE 2025.11		51
Self-Refine 2025.11		50
TextGrad 2025.11		50
Sequential LoRA 2026.05		49.8
Spurious Universal 2026.05		49.39
APE 2025.11		49
Self-Refine 2025.11		49
TextGrad 2025.11		49
Spurious 2026.05		48.99
IRPO 2026.05		48.39
TextGrad 2025.11		48
LLM only 2025.11		47
Sequential Fine-tuning 2026.05		46.66
LLM only 2025.11		46
Pro-Refine 2025.11		46
PromptWizard 2026.05		45.69
TRACE-LF 2026.05		45.4
APE 2025.11		44
TRACE-CS 2026.05		43.99
Joint Fine-tuning 2026.05		43.05
AceMAD 2026.03		42.26

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