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KG-grounded multi-hop reasoning

66.89FaithfulnessSPARK
59.152461.161263.1765.1788May 7, 2026

Evaluation results

MethodLinks
SPARKParams=4B2026.0566.899.09
QWEN3-VL-4B + SFT ONLYParams=4B2026.0560.515.97
QWEN3-VL-4B + SPIN (NO KG)Params=4B2026.0560.4312.7
QWEN3-VL-4B (VANILLA)Params=4B2026.0559.4512.7