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On the Effectiveness-Fluency Trade-Off in LLM Conditioning: A Systematic Study

Controlling the output of Large Language Models (LLMs) is a central challenge for their reliable deployment, yet a clear understanding of the involved trade-offs remains elusive.

By Apple ML Research
On the Effectiveness-Fluency Trade-Off in LLM Conditioning: A Systematic Study

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Originally published by Apple ML Research on Sep 30, 2026.

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