Qwen model has a dedicated MoE expert for Chinese cloud concepts, sparking URL hallucinations

builderjaydub · x · 2026-10-27

Researchers found that Qwen 3.8 Flash Next contains a dedicated MoE expert for Chinese cloud concepts: layer 45's expert E506 receives 21-22% of tokens on Chinese-cloud texts and 0% on all controls (AWS, Azure/GCP, Alibaba the company, ordinary Chinese, English tech, etc.). 23 of the 51 neurons passing through layer 45 belong to E506.

This explains the community-known issue of Qwen-flash-next hallucinating Alibaba Cloud URLs in agentic contexts—Redditors have even built a plugin to block such tool calls. Ablating 2 neurons did nothing because E506's 600-plus neurons (and neurons in other layers) carry the same information redundantly.

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