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Cloud investigation automation framework (CIAF): An AI-driven approach to cloud forensics.arXiv preprint arXiv:2510.00452, 2025

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ProvenAI: Provenance-Native Traces of Evidence in Generated Answers

cs.CL · 2026-06-24 · unverdicted · novelty 5.0

ProvenAI measures transparency in multi-hop QA via answer correctness, citation fidelity, and ablation-based document influence on HotpotQA, reporting 53.53% accuracy and 71.55% fidelity while identifying a citation-influence gap.

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  • ProvenAI: Provenance-Native Traces of Evidence in Generated Answers cs.CL · 2026-06-24 · unverdicted · none · ref 11

    ProvenAI measures transparency in multi-hop QA via answer correctness, citation fidelity, and ablation-based document influence on HotpotQA, reporting 53.53% accuracy and 71.55% fidelity while identifying a citation-influence gap.