Highlight-Then-Summarize: Learning to Compress Evidence for Long-Context Understanding

Zhaoyuan Xia, Qinghongbing Xie, Yung Xiang Hue +7

Long-context understanding requires large language models (LLMs) to reason over lengthy documents, conversations, and code, yet task-relevant evidence is often sparse and scattered…