English(EN) Table Serialization Determines Which Relations Language Models Preserve

表格序列化格式影响语言模型数据检索

作者 PulseAugur 编辑部 · [1 个来源] · 2026-11-02 05:00

一篇新的研究论文探讨了表格如何被序列化成文本会影响语言模型检索信息的能力。研究发现，最佳序列化格式（行主序 vs. 列主序）取决于表格的纵横比，细长表格受益于行主序格式，而宽表格受益于列主序格式。这表明语言模型在文本序列化表格中的失败与线性化方法有关，而不仅仅是表格的形状。 AI

影响理解数据序列化如何影响LLM性能对于优化数据准备和提高真实世界应用中的模型准确性至关重要。

排序理由在arXiv上发表的研究论文，详细介绍了关于语言模型行为的发现。[lever_c_demoted from research: ic=1 ai=1.0]

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arXiv cs.CL TIER_1 English(EN) · Junwei Ma, Arun Kumar Chithanar, Palash Goyal, Chul Lee · 2026-11-02 05:00

Table Serialization Determines Which Relations Language Models Preserve

arXiv:2610.24798v2 Announce Type: replace Abstract: We study how text serialization affects table lookup in instruction-tuned language models. Our diagnostic asks the model to find the row containing a specified value under one named column, then return the value under another na…