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Ai2 study finds LLM judgments of research novelty sensitive to prompts

Ai2 has released a study alongside a benchmark, data, and code. In one test pairing human-authored and AI-generated ideas, a prompt change reduced GPT-5.4’s accuracy from 93.5% to 40.9%. The researchers note that the labels treating generated ideas as less novel were not verified for every idea.

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Ai2 study finds LLM judgments of research novelty sensitive to prompt wording

Ai2 tested six LLMs on their ability to judge the novelty of research ideas. In one comparison of human-authored and AI-generated ideas, a change in prompt wording lowered GPT-5.4’s accuracy from 93.5% to 40.9%. The team also released a benchmark, data and code; the lower novelty of the generated ideas was an assumption, not a verified judgment for each idea.

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Hugging Face 官方博客 Machine translation

Ai2 study finds LLM judgments of research novelty sensitive to prompts

Ai2 has released a study alongside a benchmark, data, and code. In one test pairing human-authored and AI-generated ideas, a prompt change reduced GPT-5.4’s accuracy from 93.5% to 40.9%. The researchers note that the labels treating generated ideas as less novel were not verified for every idea.

Allen Institute for AI 研究动态 Machine translation

Ai2 study finds LLM judgments of research novelty sensitive to prompt wording

Ai2 tested six LLMs on their ability to judge the novelty of research ideas. In one comparison of human-authored and AI-generated ideas, a change in prompt wording lowered GPT-5.4’s accuracy from 93.5% to 40.9%. The team also released a benchmark, data and code; the lower novelty of the generated ideas was an assumption, not a verified judgment for each idea.