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Multiple-choice Question Answering and Reasoning on ARC-C, ARC-E, HellaSwag, PIQA, WinoGrande (test val)

22.7ARC-Challenge AccuracyQ-MQA
18.529619.612320.69521.7777Jun 1, 2026

Evaluation results

MethodLinks
Q-MQAModel scale=1.2B, Evaluation protocol=5-shot, Cache reduction=96.9%2026.0622.725.0825.0449.5149.5734.38
Q-GQA-8Model scale=1.2B, Evaluation protocol=5-shot, Cache reduction=87.5%2026.0619.9729.9726.1356.4751.0736.72
MQAModel scale=1.2B, Evaluation protocol=5-shot, Cache reduction=93.8%2026.0619.6230.0926.2355.7750.1236.37
QKVModel scale=1.2B, Evaluation protocol=5-shot, Cache reduction=—2026.0619.0330.0126.1556.6450.236.4
Q-K=VModel scale=1.2B, Evaluation protocol=5-shot, Cache reduction=50%2026.0618.9428.6226.1456.3749.8835.99
GQA-8Model scale=1.2B, Evaluation protocol=5-shot, Cache reduction=75%2026.0618.6929.4226.4456.9147.8335.86