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Arithmetic Reasoning on GSM8K (4-shot CoT)

90.25AccuracyADAFUSE (Top-2 Base)
60.568468.274275.9883.6858Jan 9, 2026

Evaluation results

MethodLinks
ADAFUSE (Top-2 Base)Base model selection strategy=Oracle top-2 base selection2026.0190.25
Qwen3-8BModel Type=Base Model2026.0189.99
LLaMA-3.1-8B-InstructModel Type=Base Model2026.0181.05
ADAFUSE (Fixed Base)Base model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0179.15
InternLM3-8B-InstructModel Type=Base Model2026.0176.72
DEEPENBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0167.63
UniTEBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0164.59
SWEETSPANBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0163.38
LLM-BLENDERBase model selection strategy=Fixed base pair (LLaMA-3.1-8B-Instruct and Mistral-7B-Instruct-v0.3)2026.0162.55
Mistral-7B-Instruct-v0.3Model Type=Base Model2026.0161.71