From Reweighting to Rewriting: Unlocking the Intervention Effects of Influential Samples in Training Data Attribution

  • 类型：arxiv
  • 标识：2609.02771
  • 链接：https://arxiv.org/abs/2609.02771
  • 主分类：engineering
  • 形态：method
  • 被引：0
  • 被引来源：Semantic Scholar + OpenAlex
  • S2被引：0
  • OpenAlex被引：0
  • 影响力被引：0
  • TLDR：Influence-guided response rewriting is introduced, which uses IF to identify intervention targets and replaces their responses with behavior-aligned or behavior-opposed supervision while keeping instructions fixed, motivating intervention-aware evaluation of TDA methods.
  • OpenAlex ID：W7207713539
  • OpenAlex DOI：10.48550/arxiv.2609.02771
  • DOI：10.48550/arxiv.2609.02771
  • DOI来源：OpenAlex
  • 开放获取：green
  • 开放获取链接：https://arxiv.org/pdf/2609.02771
  • OpenAlex更新：2026-09-13
  • 待LLM分类：否
  • 标题中文：从重加权到改写：解锁训练数据归因中有影响力样本的干预效果
  • TLDR中文：本文引入影响引导的响应改写方法，利用 IF 识别干预目标，在保持指令不变的情况下将其响应替换为行为对齐或行为对立的监督信号，以此推动对 TDA 方法的干预感知评估。
  • 来源文件：
  • /inbox/tom/_candidates/2026-09-11-agent-rag-longcontext-candidates.json
  • [OpenAlex backfill]
  • [S2 enrich]