Alibaba Cloud Developer

Mar 24, 2025 · Artificial Intelligence

Why LLM Internet Search Fails and How to Fix It: A Deep Dive into Qwen, Doubao, and DeepSeek

This article analyses the shortcomings of large‑model internet search—such as unverifiable sources, fabricated content, and poor instruction compliance—by comparing Qwen‑max, Doubao‑1.5‑pro‑256k, and DeepSeek‑v3, and proposes prompt engineering, post‑processing, and custom tool improvements to boost reliability.