Entity · technique

rule induction

techniqueactiverule-induction-b12a64bf·1 events·first seen Jun 2, 2026

Aliases: rule induction

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large language models text games HERO'S JOURNEY

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rule-based reinforcement learning rewards constraint programming latent reasoning Reasoning Imitation Invariant Learning Dynamics of Transformers in Inductive Reasoning Tasks Invariant Learning Dynamics of Transformers in Inductive Reasoning Tasks Recursive Language Models (RLMs)curiosity-driven reinforcement learning Induction in Both Directions: A Mechanistic Analysis of In-Context Learning in Masked Diffusion Language Models Operator Learning requential coding Agentic generation of verifiable rules for deterministic, self-expanding reaction classification

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5arXiv · cs.CL·Jun 2, 2026·source ↗

HERO'S JOURNEY: A Benchmark for Complex Rule Induction in Text-Based Goal-Directed Tasks

HERO'S JOURNEY is a new benchmark evaluating rule induction capabilities of LLMs across eight tasks spanning attribute and procedural induction families, each with four structural rule forms and controllable lexical grounding. Agents must infer hidden rules from demonstrations and execute multi-step plans accordingly. Evaluation of state-of-the-art LLMs reveals limited and uneven rule induction ability, with process execution creating a bottleneck and surface semantics having minimal effect. Induction-specific steering methods improve attribute tasks but fail to reliably help procedural tasks, leaving procedural induction as an open challenge.

Evaluation and Benchmarking Agent and Tool Ecosystem large language models text games rule induction +1 more