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MidTool reveals that dedicated mid-training can significantly enhance LLMs' ability to utilize tools effectively, outperforming traditional post-training approaches.
Forget prompt engineering – LSE trains LLMs to self-edit their own contexts at test time, outperforming even GPT-5 and Claude Sonnet 4.5 in Text-to-SQL and question answering.
