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ResearchFormerly WizWand

Scientific Reasoning on SCIENTIFIC

82.8AccuracyDEER
1.47222.58643.764.814Mar 15, 2026
Updated 7mo ago

Evaluation results

MethodLinks
DEERBackbone=Qwen3-235B-Thinking, Reasoning Strategy=DEER2026.0382.89,005
Vanilla CoTBackbone=Qwen3-235B-Thinking, Reasoning Strategy=Vanilla CoT2026.0380.88,893
RPDI-EEBackbone=Qwen3-235B-Thinking, Reasoning Strategy=RPDI-EE2026.0380.38,910
RPDI-EEBackbone=Qwen3-30B-A3B-Thinking-2507, Reasoning Strategy=RPDI-EE2026.0377.87,393
Vanilla CoTBackbone=Qwen3-30B-A3B-Thinking-2507, Reasoning Strategy=Vanilla CoT2026.0374.87,394
ThinkLessBackbone=Qwen3-30B-A3B-Thinking-2507, Reasoning Strategy=ThinkLess2026.0374.86,841
DEERBackbone=Qwen3-30B-A3B-Thinking-2507, Reasoning Strategy=DEER2026.0374.87,167
NoThinkingBackbone=Qwen3-30B-A3B-Thinking-2507, Reasoning Strategy=NoThinking2026.0371.26,267
RPDI-EEBackbone=DeepSeek-R1-Distill-Qwen-32B, Reasoning Strategy=RPDI-EE2026.0364.76,972
RPDI-EEBackbone=DeepSeek-R1-Distill-Llama-70B, Reasoning Strategy=RPDI-EE2026.0364.75,940
DEERBackbone=DeepSeek-R1-Distill-Llama-70B, Reasoning Strategy=DEER2026.0362.15,659
Vanilla CoTBackbone=DeepSeek-R1-Distill-Llama-70B, Reasoning Strategy=Vanilla CoT2026.0360.15,538
Dynasor-CoTBackbone=Qwen3-30B-A3B-Thinking-2507, Reasoning Strategy=Dynasor-CoT2026.0359.11,735
Dynasor-CoTBackbone=DeepSeek-R1-Distill-Qwen-32B, Reasoning Strategy=Dynasor-CoT2026.0357.61,655
RPDI-EEBackbone=DeepSeek-R1-Distill-Qwen-14B, Reasoning Strategy=RPDI-EE2026.0356.16,575
Vanilla CoTBackbone=DeepSeek-R1-Distill-Qwen-32B, Reasoning Strategy=Vanilla CoT2026.0356.17,386
ThinkLessBackbone=DeepSeek-R1-Distill-Qwen-32B, Reasoning Strategy=ThinkLess2026.0353.54,365
DEERBackbone=DeepSeek-R1-Distill-Qwen-14B, Reasoning Strategy=DEER2026.03526,575
DEERBackbone=DeepSeek-R1-Distill-Qwen-32B, Reasoning Strategy=DEER2026.03527,134
NoThinkingBackbone=DeepSeek-R1-Distill-Qwen-32B, Reasoning Strategy=NoThinking2026.03512,249
Vanilla CoTBackbone=DeepSeek-R1-Distill-Qwen-14B, Reasoning Strategy=Vanilla CoT2026.0350.56,963
Dynasor-CoTBackbone=DeepSeek-R1-Distill-Qwen-14B, Reasoning Strategy=Dynasor-CoT2026.0348.51,686
Dynasor-CoTBackbone=DeepSeek-R1-Distill-Qwen-7B, Reasoning Strategy=Dynasor-CoT2026.0345.51,876
NoThinkingBackbone=DeepSeek-R1-Distill-Qwen-14B, Reasoning Strategy=NoThinking2026.0344.41,309
ThinkLessBackbone=DeepSeek-R1-Distill-Qwen-14B, Reasoning Strategy=ThinkLess2026.0334.91,748
DEERBackbone=DeepSeek-R1-Distill-Llama-8B, Reasoning Strategy=DEER2026.0334.39,515
Vanilla CoTBackbone=DeepSeek-R1-Distill-Qwen-7B, Reasoning Strategy=Vanilla CoT2026.0332.310,319
ThinkLessBackbone=DeepSeek-R1-Distill-Qwen-7B, Reasoning Strategy=ThinkLess2026.0331.81,175
NoThinkingBackbone=DeepSeek-R1-Distill-Qwen-7B, Reasoning Strategy=NoThinking2026.0331.3841
DEERBackbone=DeepSeek-R1-Distill-Qwen-7B, Reasoning Strategy=DEER2026.0328.39,433
RPDI-EEBackbone=DeepSeek-R1-Distill-Llama-8B, Reasoning Strategy=RPDI-EE2026.0325.39,769
RPDI-EEBackbone=DeepSeek-R1-Distill-Qwen-7B, Reasoning Strategy=RPDI-EE2026.0324.89,727
Vanilla CoTBackbone=DeepSeek-R1-Distill-Llama-8B, Reasoning Strategy=Vanilla CoT2026.0321.29,604
RPDI-EEBackbone=DeepSeek-R1-Distill-Qwen-1.5B, Reasoning Strategy=RPDI-EE2026.038.112,823
Vanilla CoTBackbone=DeepSeek-R1-Distill-Qwen-1.5B, Reasoning Strategy=Vanilla CoT2026.036.113,386
DEERBackbone=DeepSeek-R1-Distill-Qwen-1.5B, Reasoning Strategy=DEER2026.034.612,685