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首先,At query time, embedding_search embeds the incoming query using the same model — this is important, the query and the chunks must live in the same vector space — then computes cosine similarity between the query vector and every stored chunk vector. Cosine similarity measures the angle between two vectors: a score of 1 means identical direction, 0 means completely unrelated, and negative values mean opposite meaning. The chunks are then ranked by this score and the top-k are returned. The same sanity check query from the BM25 section runs here too, so you can see the first direct comparison between the two approaches on identical input.
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此外,训练配置也值得注意:级联强化学习使用了严格的在线策略训练且无KL惩罚的GRPO方法。对于代码强化学习,流程仅使用了3500个经过筛选的难题。
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