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This paper presents a qualitative study based on interviews with CS researchers, revealing a paradox of pragmatic skepticism where researchers distrust LLM leaderboard rankings yet continue to use them as rough guides. It finds that peer networks are primary for model selection, arena-based leaderboards are preferred, and cost transparency is the most demanded feature.
This paper examines language access managers' attitudes towards AI, finding they exhibit conditional optimism, strong risk awareness, and deep commitment to human oversight in AI implementations.