作者位次 #6/7ICLR 2026Oral· Reinforcement Learning / Deep RL
Q-RAG: Long Context Multi‑Step Retrieval via Value‑Based Embedder Training
Artyom Sorokin · Nazar Buzun · Aleksandr Anokhin · Egor VEDERNIKOV · Petr Anokhin · Mikhail Burtsev · Evgeny Burnaev
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Artyom Sorokin · Nazar Buzun · Aleksandr Anokhin · Egor VEDERNIKOV · Petr Anokhin · Mikhail Burtsev · Evgeny Burnaev
Ivan Rodkin · Daniil Orel · Konstantin Smirnov · Arman Bolatov · Bilal Elbouardi · Besher Hassan · Yuri Kuratov · Aydar Bulatov · Preslav Nakov · Timothy Baldwin · Artem Shelmanov · Mikhail Burtsev
Reasoning is a core capability of large language models (LLMs), yet how multi-step reasoning is learned and executed remains unclear. We study this question in a controlled cellular-automata (1dCA) framework that excludes memorization by using disjoint training and test rules. Given a short state...
Alla Chepurova · Aydar Bulatov · Mikhail Burtsev · Yuri Kuratov