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André F. T. Martins

2 papers indexed here

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#natural language process... Preprint May 2026

A Recipe for Long-Context Reasoning in Large Language Models via On-Policy Optimization and Distillation

A recipe that combines GRPO with OPD-style teacher guidance is derived, showing that this recipe yields a more stable and effective path to long-context reasoning than GRPO or OPD while preserving short-context capabilities.

Miguel Moura Ramos, Duarte M. Alves, André F. T. Martins · 2 citations

MultiSynt/MT: Trillion-Token Multi-Parallel Pre-Training Data Translated Across 36 Languages

This work introduces MultiSynt/MT, an open synthetic parallel corpus with approximately 4.8 trillion target-language tokens across 36 languages, produced by translating 100 billion high-quality Nemotron-CC tokens with Tower+ and OPUS-MT/HPLT-MT systems, and releases the corpus to support controlled research on multilin...

Maximilian Idahl, Jörg Tiedemann, S. Pyysalo et al. · 0 citations

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