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RuleChef: Grounding LLM Task Knowledge in Human-Editable Rules

arXiv cs.CL · 2026-07-03 Cached

RuleChef is a framework that uses LLMs to generate human-editable, executable rules for NLP tasks, iteratively improving them based on examples and human feedback, resulting in fast, deterministic, and inspectable rule systems.

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#rule-generation

Agentic generation of verifiable rules for deterministic, self-expanding reaction classification

arXiv cs.AI · 2026-07-02 Cached

This paper presents a multi-agent LLM pipeline that automatically generates and verifies reaction rules for chemical synthesis, expanding a standard taxonomy from 68 to 14,073 classes without human curation, achieving 97.7% classification accuracy on unseen reactions.

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