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cs.LG2025
Technical Report on Text Dataset Distillation
Keith Ando Ogawa, Bruno Lopes Yamamoto, Lucas Lauton de Alcantara +6
In the vision domain, dataset distillation arises as a technique to condense a large dataset into a smaller synthetic one that exhibits a similar result in the training process. Wh…
cs.LG2025
The Virtues of Brevity: Avoid Overthinking in Parallel Test-Time Reasoning
Raul Cavalcante Dinardi, Bruno Yamamoto, Anna Helena Reali Costa +1
Reasoning models represent a significant advance in LLM capabilities, particularly for complex reasoning tasks such as mathematics and coding. Previous studies confirm that paralle…