Relaxing eventual validity to vanishing error rates in language generation in the limit strictly increases recall under partial revelation by the adversary.
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STRIDE is a self-reflective agent framework that improves accuracy, OOD robustness, and structural recovery in LLM-based symbolic regression by integrating generation, evaluation, repair, and diversity-preserving memory.
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Generating in the Limit with Infinitely Many Hallucinations
Relaxing eventual validity to vanishing error rates in language generation in the limit strictly increases recall under partial revelation by the adversary.
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STRIDE: A Self-Reflective Agent Framework for Reliable Automatic Equation Discovery
STRIDE is a self-reflective agent framework that improves accuracy, OOD robustness, and structural recovery in LLM-based symbolic regression by integrating generation, evaluation, repair, and diversity-preserving memory.