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News/From Observation to Intervention: Distilling Self-Generated In-Context Demonstrations via Executable Causal Intervention
arxiv
PublishedOctober 16, 2026 at 4:00 AM

From Observation to Intervention: Distilling Self-Generated In-Context Demonstrations via Executable Causal Intervention

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arXiv:2610.21149v1 Announce Type: new Abstract: Self-generated In-Context Learning (ICL) enables LLMs to synthesize their own few-shot demonstrations, often outperforming manual prompts. However, existing methods filter demonstrations by observation, assuming a rationale is high-quality if it leads

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