curriculum learning

2 items

RESEARCHarXiv CS.CL·25d ago

VectraYX-Nano: A 42M-Parameter Spanish Cybersecurity Language Model with Curriculum Learning and Native Tool Use

VectraYX-Nano is a 42M-parameter Spanish language model specifically developed for cybersecurity with a Latin-American focus and native tool invocation. This research details its training from scratch, including a custom 170M-token Spanish corpus, a specific Transformer architecture, and a curriculum learning approach with replay.

cybersecurity security language model curriculum learning

RESEARCHarXiv CS.CL·4/7/2026

Vocabulary Dropout for Curriculum Diversity in LLM Co-Evolution

A pesquisa aborda a queda de diversidade em sistemas de co-evolução de LLMs, onde um modelo gera problemas e outro os resolve, comprometendo o aprendizado de currículo autônomo. Para resolver isso, introduz o 'vocabulary dropout', uma máscara aleatória para manter a diversidade, resultando em melhorias no desempenho de solvers em raciocínio matemático.

mathematical reasoning diversity Co-evolution self-play