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Author

Ahmed Hamdi

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Book Open access Oct 2026

Adaptive LLM Selection for Question Answering over Historical Digital Libraries

Historical digital libraries hold millions of scanned pages spanning centuries of human knowledge. However, high-fidelity content accessibility through automated question answering remains largely unsolved. Large language models offer a promising path but historical documents pose particular challenges such as OCR nois...

Ahmed Hamdi, José G. Moreno, Cécile Armand et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Beyond Single-Negative Preference: Multi-Negative DPO for LLM-Centric Historical Entity Linking

Multi-negative direct preference optimisation (MDPO), a reference-based pairwise objective that compares the correct entity with all valid rejected candidates associated with each mention, demonstrates that incorporating all within-instance negative candidates is a simple and effective improvement for LLM-based histori...

Tien N. Nguyen, Emanuela Boros, Ahmed Hamdi et al. · 0 citations

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