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cs.CL 1

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2025 1

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RiOT: Efficient Prompt Refinement with Residual Optimization Tree

cs.CL · 2025-06-19 · conditional · novelty 6.0

RiOT is a tree-structured prompt optimization framework that generates multiple candidate prompts per step, selects by perplexity, and fuses parent and child prompts with a semantic residual connection, outperforming prior methods on most of five reasoning benchmarks.

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  • RiOT: Efficient Prompt Refinement with Residual Optimization Tree cs.CL · 2025-06-19 · conditional · none · ref 6

    RiOT is a tree-structured prompt optimization framework that generates multiple candidate prompts per step, selects by perplexity, and fuses parent and child prompts with a semantic residual connection, outperforming prior methods on most of five reasoning benchmarks.