Author

C. Rosas Hinostroza

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#natural language process... Preprint Oct 2026

Wikidata Search Traces: A Dataset for Training Knowledge Graph Search Agents

Wikidata is one of the largest open knowledge bases, yet answering a complex question over it still requires a SPARQL query that names the right entities and properties and chains their relations. Language models offer a natural-language alternative but answer largely from memory, which is least reliable for less promi...

Mohamed Chenene, C. Rosas Hinostroza, A. Stasenko et al. · 0 citations

#machine learning Preprint Sep 2026

It's All Training: A Fully Synthetic Single-Stage Recipe for LLMs

Current pre-training datasets are derived from web crawls, with all their issues, and were not designed to support mid- and post-training pipelines--for instance, they contain little explicit reasoning. Thus, many frontier labs have begun to develop their own internal datasets, starting from state-of-the-art models, to...

Pierre-Carl Langlais, Pieter Delobelle, Yannick Detrois et al. · 0 citations