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Jun-Hua Wang

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#artificial intelligence Preprint Jul 2026

Amplitude-Only FFN Intervention for Tool-Structured LLM Inference: Method, Gated Evaluation Protocol, and Cross-Model Empirical Results

An inference-time intervention that masks feed-forward network activation coordinates while keeping pretrained weights fixed provides a task-dependent intervention surface, with causal mechanisms, equal-budget advantages, repeated-run uncertainty, and serving cost still open.

Sheng Xu, Zhen Chen, Jun-Hua Wang et al. · 0 citations

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