---
id: 20260313-T0-17
title: "arXiv研究LLM书籍摘要：直接阅读优于记忆，百万token上下文优化效率"
title_en: "arXiv Study: Direct Reading Outperforms Memory in LLM Book Summarization"
url: https://ai.daily.yangsir.net/daily/20260313-T0-17
issue_date: 2026-03-13
publish_date: 2026-03-12T04:00:00.000Z
source_name: "arXiv cs.CL (NLP)"
source_url: https://arxiv.org/abs/2603.09981
---

# arXiv研究LLM书籍摘要：直接阅读优于记忆，百万token上下文优化效率

arXiv论文arXiv:2603.09981v1对比LLM摘要方法，发现直接处理全书内容优于依赖记忆。研究利用百万token上下文窗口提升效率，但未说明具体模型或数据集。挑战传统摘要范式，强调上下文容量关键作用。

## English Version

**arXiv Study: Direct Reading Outperforms Memory in LLM Book Summarization**

arXiv:2603.09981v1 compares LLM summarization methods, finding direct processing of entire books outperforms memory-dependent approaches. Uses million-token context windows to improve efficiency, without specifying models or datasets. Challenges traditional paradigms by emphasizing context capacity.

---

**来源**：[arXiv cs.CL (NLP)](https://arxiv.org/abs/2603.09981)

**详情页**：https://ai.daily.yangsir.net/daily/20260313-T0-17

---

*智语观潮 · Daily — https://ai.daily.yangsir.net/llms.txt*