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Author

Andrea Zugarini

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#artificial intelligence Preprint Oct 2026

Exploring the Limits of the Delta Learning Hypothesis: Single-Pair Generator Biases in Direct Preference Optimization

Direct Preference Optimization (DPO) typically relies on preference pairs generated from diverse model pools and ranked by an external LLM judge. The recently proposed delta-learning hypothesis suggests that comparable supervision can instead be obtained from a single pair of models by treating the larger model's respo...

G. Curci, S. Simonazzi, Andrea Molinari et al. · 0 citations
#artificial intelligence Preprint Oct 2026

Multi-SFT: Permissively-Licensed Multilingual Instruction-Following

Supervised fine-tuning datasets remain overwhelmingly English-centric and commercially restricted, as their content is frequently generated by proprietary models whose terms of service forbid training competing systems. We introduce Multi-SFT, a commercially permissive collection of 502,818 instruction-response pairs a...

Daniela Baiamonte, Kamyar Zeinalipour, Elena Fano et al. · 0 citations

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