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Monorama Swain

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Preprint Aug 2026

What We Observe as LLM Behavior Can Be a Side-effect of Inference Backend

Benchmark scores are reported as properties of a model, yet the inference framework used to produce them, such as HuggingFace, vLLM, or Ollama, are considered non-influential and their names and versions are almost never disclosed. In this work we investigate how much this choice can influence the model output. In a fu...

Shahed Masoudian, Passant Shafaei, Monorama Swain et al. · 0 citations

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