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Logical Deduction (5 Objects) on Test Set

61.1AccuracyTextReg
41.3446.4751.656.73May 20, 2026

Evaluation results

MethodLinks
TextRegTest Engine=Llama-3.1-8B-Instruct2026.0561.1
TextGradTest Engine=Llama-3.1-8B-Instruct2026.0559.8
CoTTest Engine=Llama-3.1-8B-Instruct2026.0559.7
TextRegTest Engine=Phi-3.5-Mini-Instruct2026.0557.9
REVOLVETest Engine=Llama-3.1-8B-Instruct2026.0557.7
CoTTest Engine=Phi-3.5-Mini-Instruct2026.0557
TextRegTest Engine=Qwen2-7B-Instruct2026.0555.3
REVOLVETest Engine=Qwen2-7B-Instruct2026.0554.4
TextRegTest Engine=Llama-3-8B-Instruct2026.0553.3
CoTTest Engine=Llama-3-8B-Instruct2026.0552.6
CoTTest Engine=Qwen2-7B-Instruct2026.0551.6
REVOLVETest Engine=Llama-3-8B-Instruct2026.0551.5
TextGradTest Engine=Qwen2-7B-Instruct2026.0551.3
TextGradTest Engine=Phi-3.5-Mini-Instruct2026.0546.1
REVOLVETest Engine=Phi-3.5-Mini-Instruct2026.0543.4
TextGradTest Engine=Llama-3-8B-Instruct2026.0542.1