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Author

Traian Rebedea

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#natural language process... Preprint Oct 2026

GAW-PO: Preference Optimization with Gradient-Aligned Token Weights

Most preference optimization methods, such as Direct Preference Optimization (DPO), apply preference supervision at the response level, although autoregressive language models are optimized token by token. As a result, all tokens in a rejected response contribute to the negative training signal, including tokens that m...

Andreea Dutulescu, Stefan Ruseti, Mihai Masala et al. · 0 citations
#natural language process... Preprint Sep 2026

Large Language Models for Programming: Actually Fixing or Reimplementing Incorrect Code?

Recent studies have shown that Large Language Models can effectively solve problems and fix bugs in diverse programming environments, including competitive programming. Existing approaches primarily evaluate LLM performance in problem solving or bug fixing independently, but do not explore the relationship between thes...

Alexandru Stefan Stoica, Traian Rebedea, M. Mihăescu · 0 citations

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