Can we trust LLMs to judge whether a research idea is novel?

Hugging Face published an item asking whether LLMs can be trusted to judge whether a research idea is novel. Further details are sparse; the available context does not state the methods, findings or conclusions.

Headlines are indexed or machine translated, not independent verification of scientific results. Medical news is not clinical advice. Distinguish interstellar concepts from demonstrated space technology using the original source.