MultAttnAttrib: Training-Free Multimodal Attribution in Long Document Question Answering

MultAttnAttrib: Training-Free Multimodal Attribution in Long Document Question Answering

MultAttnAttrib is a training-free multimodal attribution method that locates source evidence in documents using attention heads and calibrated thresholds, achieving superior accura…

Hugging Face · Daily Papers ·Dang Quang Thien Tran, Quang V. Dang · ·▲ 5 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Dang Quang Thien Tran, Quang V. Dang, Vinamra Tyagi, Sai Soorya Rao Veeravalli, Trang Nguyen, Ryan A. Rossi

  • 5 upvotes da comunidade
  • Temas: multimodal attribution, attention heads, calibrated thresholds, grounding QA systems, attribution-generation method, prefill pass

Resumo

Resumo original (em inglês), extraído do paper:

MultAttnAttrib is a training-free multimodal attribution method that locates source evidence in documents using attention heads and calibrated thresholds, achieving superior accuracy and efficiency compared to existing approaches.

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