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Logical Deduction (Seven Objects) on BBH (test)

55.2AccuracyTextReg
38.0442.49546.9551.405Jun 21, 2023Dec 15, 2023Jun 9, 2024Dec 4, 2024May 30, 2025Nov 23, 2025May 20, 2026

Evaluation results

MethodLinks
TextRegTest Engine=Phi-3.5-Mini-Instruct2026.0555.2
TextRegTest Engine=Llama-3-8B-Instruct2026.0552
TextRegTest Engine=Llama-3.1-8B-Instruct2026.0551
REVOLVETest Engine=Llama-3.1-8B-Instruct2026.0550.6
CoTTest Engine=Phi-3.5-Mini-Instruct2026.0550.5
CoTTest Engine=Llama-3.1-8B-Instruct2026.0550.4
TextGradTest Engine=Llama-3.1-8B-Instruct2026.0550.4
CoTTest Engine=Llama-3-8B-Instruct2026.0548.8
REVOLVETest Engine=Llama-3-8B-Instruct2026.0548.8
TextRegTest Engine=Qwen2-7B-Instruct2026.0547.8
REVOLVETest Engine=Qwen2-7B-Instruct2026.0547.6
DLN-1LLM=GPT-32023.0647.5
CoTTest Engine=Qwen2-7B-Instruct2026.0547.4
TextGradTest Engine=Qwen2-7B-Instruct2026.0546.6
TextGradTest Engine=Phi-3.5-Mini-Instruct2026.0546.4
0-shotLLM=GPT-32023.0645.9
DLN-2LLM=GPT-32023.0645.7
APE-400LLM=GPT-32023.0645.6
APELLM=GPT-32023.0645.5
CoTLLM=GPT-32023.0641.1
TextGradTest Engine=Llama-3-8B-Instruct2026.0541.1
REVOLVETest Engine=Phi-3.5-Mini-Instruct2026.0538.7