Pyligent trains LLMs to search, detect failures via task validators, and backtrack to recoverable prefixes, improving solve rates by 13–73 points over gold-only SFT on hidden graphs, Sudoku, and Blocksworld.
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Search, Fail, Recover: A Training Framework for Correction-Aware Reasoning
Pyligent trains LLMs to search, detect failures via task validators, and backtrack to recoverable prefixes, improving solve rates by 13–73 points over gold-only SFT on hidden graphs, Sudoku, and Blocksworld.