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Scientific Question Answering on GPQA (accuracy)

54.44AccuracySpurious
22.470430.770239.0747.3698May 28, 2026Jun 3, 2026Jun 10, 2026Jun 17, 2026Jun 23, 2026Jun 30, 2026Jul 7, 2026

Evaluation results

MethodLinks
SpuriousModel=Qwen/Qwen3.5-27B2026.0554.44
Spurious UniversalModel=Qwen/Qwen3.5-27B2026.0550.8
PromptWizardModel=Qwen/Qwen3.5-27B2026.0549.59
Qwen3 8BGen. Mode=AR, TPF=1.002026.0749.24
Nemotron-Labs-Diffusion-8BGen. Mode=AR, TPF=1.002026.0744.44
Nemotron-Labs-Diffusion-8BGen. Mode=Quad. SS, TPF=6.382026.0744.3
Nemotron-Labs-Diffusion-8BGen. Mode=Diff., TPF=2.572026.0743.94
Ministral3-8B Instruct-2512Gen. Mode=AR, TPF=1.002026.0742.87
Step-BackModel=Qwen/Qwen3.5-27B2026.0541.11
Nemotron-Labs-Diffusion-8BGen. Mode=Linear SS, TPF=5.992026.0740.4
SDAR-8B ChatGen. Mode=Diff., TPF=1.002026.0740.2
Least-to-MostModel=meta-llama/Llama-3.2-1B-Instruct2026.0540
Plan-and-SolveModel=meta-llama/Llama-3.2-1B-Instruct2026.0537.78
Least-to-MostModel=Qwen/Qwen3.5-27B2026.0537.78
Qwen2.5 7BGen. Mode=AR, TPF=1.002026.0737.12
Step-BackModel=Qwen/Qwen3.5-0.8B2026.0536.67
AnalogicalModel=Qwen/Qwen3.5-27B2026.0536.67
Zero-Shot CoTModel=Qwen/Qwen3.5-0.8B2026.0535.56
Plan-and-SolveModel=Qwen/Qwen3.5-27B2026.0535.56
Self-AskModel=Qwen/Qwen3.5-27B2026.0535.56
Self-AskModel=Qwen/Qwen3.5-0.8B2026.0534.44
Re-ReadingModel=allenai/Olmo-3-7B-Instruct2026.0534.44
AnalogicalModel=Qwen/Qwen3.5-0.8B2026.0533.33
Re-ReadingModel=meta-llama/Llama-3.2-1B-Instruct2026.0533.33
Self-AskModel=allenai/Olmo-3-7B-Instruct2026.0533.33
PromptWizardModel=allenai/Olmo-3-7B-Instruct2026.0533.33
SpuriousModel=allenai/Olmo-3-7B-Instruct2026.0533.33
Re-ReadingModel=Qwen/Qwen3.5-27B2026.0533.33
Zero-Shot CoTModel=Qwen/Qwen3.5-27B2026.0533.33
LLaDA-8B InstructGen. Mode=Diff., TPF=1.002026.0733.3
Dream-7B InstructGen. Mode=Diff., TPF=1.002026.0733
SpuriousModel=Qwen/Qwen3.5-0.8B2026.0532.22
SpuriousModel=meta-llama/Llama-3.2-1B-Instruct2026.0531.85
Zero-Shot CoTModel=allenai/Olmo-3-7B-Instruct2026.0531.11
SDAR-8B ChatGen. Mode=Diff., TPF=1.752026.0730.8
Re-ReadingModel=Qwen/Qwen3.5-0.8B2026.0530
AnalogicalModel=meta-llama/Llama-3.2-1B-Instruct2026.0530
Spurious UniversalModel=Qwen/Qwen3.5-0.8B2026.0528.93
Step-BackModel=meta-llama/Llama-3.2-1B-Instruct2026.0528.89
Least-to-MostModel=Qwen/Qwen3.5-0.8B2026.0527.78
AnalogicalModel=allenai/Olmo-3-7B-Instruct2026.0527.78
PromptWizardModel=Qwen/Qwen3.5-0.8B2026.0527.43
Plan-and-SolveModel=Qwen/Qwen3.5-0.8B2026.0526.67
Least-to-MostModel=allenai/Olmo-3-7B-Instruct2026.0526.67
Spurious UniversalModel=meta-llama/Llama-3.2-1B-Instruct2026.0526.3
Zero-Shot CoTModel=meta-llama/Llama-3.2-1B-Instruct2026.0525.56
Step-BackModel=allenai/Olmo-3-7B-Instruct2026.0525.56
Plan-and-SolveModel=allenai/Olmo-3-7B-Instruct2026.0525.56
Self-AskModel=meta-llama/Llama-3.2-1B-Instruct2026.0524.44
Spurious UniversalModel=allenai/Olmo-3-7B-Instruct2026.0524.07
PromptWizardModel=meta-llama/Llama-3.2-1B-Instruct2026.0523.7