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TriSum introduces a framework aimed at distilling the summarization capabilities of large language models (LLMs) into a compact local model. It enhances interpretability and performance in text summarization through a three-step process consisting of LLM rationale probing, golden rationale selection, and curriculum learning. The study demonstrates significant improvements in summarization performance on various benchmarks while providing insights into the summarization rationale.
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