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Algebraic Reasoning on AQUA

91.89Accuracy

SafeSieve

Updated 5d ago

Evaluation Results

Method	Links
SafeSieve 2025.08		91.89
AgentDropout 2025.08		91.37
AgentPrune 2025.08		90.3
Weighted MV 2026.04		90.23
Simple MV 2026.04		90.16
EMS-Sim 2026.04		90.16
EMS-Rel 2026.04		90.16
Conf-MV 2026.04		89.92
G-Designer 2025.08		89.63
HCP-MAD 2026.04		88.58
Self-Consistency 2026.04		88.52
GPTSwarm 2025.08		88.4
Single Agent 2026.04		87.66
MAD 2026.04		86.61
MAD 2026.04		85.83
SC 2026.04		85.43
CoT 2025.08		85.42
SC 2026.04		85.04
SafeSieve 2025.08		84.9
AgentDropout 2025.08		84.87
AgentPrune 2025.08		84.71
CoT 2026.04		84.65
DOWN 2026.04		84.65
Vanilla 2025.08		84.58
Graph-GRPO 2026.03		84.21
Heter-MAD 2026.04		83.86
EIB-LEARNER 2026.03		83.49
MARS 2026.04		83.07
SR 2026.04		82.68
SR 2026.04		82.28
G-designer 2026.03		81.6
AgentDropout 2026.03		80.94
AgentPrune 2026.03		80.51
CoT 2026.04		80.31
G-Designer 2025.08		80.07
QAP50 2024.07		79.1
Baseline 2024.07		78.7
TADB 2024.07		78.7
GPTSwarm 2025.08		78.4
QAP150 2024.07		78
LLM-Debate 2026.03		77.65
QAP25 2024.07		77.6
Random 2026.03		76.48
QAP200 2024.07		76.4
SC (CoT) 2026.03		75.63
QAP100 2024.07		75.6
CoT 2024.07		74.4
Chain 2026.03		74.05
CoT 2026.03		73.58
Complete 2026.03		72.95
Vanilla 2025.08		71.42
Tree 2026.03		71.23
Vanilla 2026.03		71.06
CoT 2025.08		65
PS+ 2024.07		52.8
Qwen3-8B 2026.01		33.45
VIST2-8B 2026.01		32.1
Qwen3-VL-8B 2026.01		29.88
Qwen3-4B 2026.01		28.4
VIST2-4B 2026.01		27.95
Qwen3-VL-4B 2026.01		25.96