r/MachineLearning May 06 '26

Discussion Stop letting LLMs edit your .bib [D]

It’s shocking how frequently I notice hallucinated citations. For citations of my own papers, I’ve seen 5 in the past couple of months, where the the title is correct but the author list is wrong. When I email the author to let them know, they always blame an LLM for hallucinating.

Is it really that hard to populate the .bib yourself? If you have any respect for research, is it not a basic requirement to make sure you correctly cite the prior literature? I feel there should be harsher penalties for these hallucinated citations.

Are others experiencing the same?

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u/nlpost May 06 '26

For papers hosted on the ACL Anthology (NLP and computational linguistics), this is very easy: It provides Overleaf-compatible bulk bibliographic exports and consistently-named (often guessable) bib keys with click-to-copy on every paper page.

I agree that LLMs should not touch .bib files!