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Cross-Domain Retrieval

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Machine Heart
Machine Heart
Aug 26, 2026 · Artificial Intelligence

How Inspirational Learning Turns LLM Knowledge from External to Endogenous

The article introduces Inspirational Learning (Isaac), a framework that embeds cross‑domain experience directly into LLM inference via Prompt Injection (DIN) and Network‑Layer Injection (CoDA), and shows substantial gains on HumanEval, StrategyQA, ScienceQA, and SciCode benchmarks, especially for weaker models.

Cross-Domain RetrievalInspirational LearningLLM Benchmarks
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How Inspirational Learning Turns LLM Knowledge from External to Endogenous