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coding-reasoning on Tonsil (test)

58.55Success Rate

CodeCytos + Few Shot

Updated 1d ago

Evaluation Results

Method	Links
CodeCytos + Few Shot 2026.05		58.55	81.6	87.12	88.53	82
CodeCytos + One Shot 2026.05		52.25	78.3	83.75	84.75	78
CodeCytos + Few Shot 2026.05		47.65	76.88	82.52	83.17	76
CodeCytos + Few Shot 2026.05		44.44	77.15	82.89	83.15	76
CodeCytos + One Shot 2026.05		42.62	76.26	82.71	83.23	75
CodeCytos 2026.05		29.06	68.72	80.87	78.44	69
CodeCytos 2026.05		24.68	61.44	72.92	74.72	62
Tool-Augmented LLM (Few-Shot CoT) 2026.05		7.17	23.22	33.13	35.96	25
Tool-Augmented LLM (Zero-Shot CoT) 2026.05		5.62	20.51	32.12	35.82	23
Tool-Augmented LLM (Without CoT) 2026.05		4.65	18.33	29.04	32.01	21
Tool-Augmented LLM (Few-Shot CoT) 2026.05		2.47	9.06	15.29	17.51	11
Tool-Augmented LLM (Without CoT) 2026.05		2.05	7.54	13.24	15.34	9
Tool-Augmented LLM (Zero-Shot CoT) 2026.05		1.7	6.22	10.06	11.46	7
Tool-Augmented LLM (Without CoT) 2026.05		1.65	6.19	10.12	11.45	7
CodeCytos + One Shot 2026.05		1.53	7.4	14.22	16.77	9
Tool-Augmented LLM (Zero-Shot CoT) 2026.05		1.34	3.39	4.98	9.16	6
Tool-Augmented LLM (Few-Shot CoT) 2026.05		1.21	3.28	5.08	10.69	6
CodeCytos 2026.05		0.89	4.45	8.91	10.7	6