MultAttnAttrib is a training-free attribution-generation method designed for multimodal long-document question answering. It leverages the model's prefill pass, specific attention heads, and calibrated thresholds to accurately locate source evidence. This approach aims to improve user trust and model safety by grounding generated answers in multimodal evidence.