The First Drop of Ink: Nonlinear Impact of Distracting Information in Long-Context Reasoning

Muhan Gao, Zih-Ching Chen, Kuan-Hao Huang

As large language models are increasingly deployed in retrieval-augmented generation and agentic systems that accumulate extensive context, understanding how distracting informatio…