Mathematical Reasoning via Intervention-Based Time-Series Causal Discovery Using LLMs as Concept Mastery Simulators

arXiv:2605.07600 · cs.LG, cs.AI, cs.CL · Submitted 2026-05-08 · Read on arXiv

cs.LG, cs.AI, cs.CL

Submitted: 2026-05-08

Updated: 2026-10-25

Terminology

• Benchmark — 1× in this paper · explained in 2 episodes
• Causal Discovery — 1× in this paper · explained in 3 episodes
• Causal Intervention for Knowledge Activation — 1× in this paper
• Interventional Capability Probe — 1× in this paper

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