Re:Citations on the Anthropic API
by willy_k on Thursday January 23, 2025 @07:21PM
(#42809386)
What’s the actual hit rate? AFAIU it’s plausible that an article title and PubMed ID could be encoded in the models weights if they were trained on.
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It's impossible to know, because Anthropic (like OpenAI and others) won't confirm what's in their training data. We don't know if they've trained on PubMed, and if they DID we don't know if that training process might conceivably allow the model to associate IDs with article information.
Given that, I don't trust the models to be able to provide useful citations.
We already know how to get much more reliable citations out of a model: implement them on top of RAG, which this new Claude API can clearly help us do.
Re:Citations on the Anthropic API
by robwwilliams on Thursday January 23, 2025 @08:02PM
(#42809585)
It is definitely not impossible to know. Is there a reason why you or better yet, Anthropic, cannot get empirical FDRs for different areas of research?
In my areas, genetics, neuroscience, geroscience, FDR is below 0.2 on articles in PubMed.
Ask Anthropic. I'll be surprised if you can get a straight answer out of them though, like most other labs they are VERY secretive about what actually goes into their training data.
You don’t need a straight answer out of anybody. This is an easily verifiable property of the LLM output - are the citations it gives correct, and if so how many?
Re:Citations on the Anthropic API
by robwwilliams on Thursday January 23, 2025 @07:58PM
(#42809566)
For me the true positive rate is at least 80%.
Yeah I don't understand why the whole thread has been so hostile against a very reasonable/useful observation that you made. If there was a way to prompt commenters to be less snarky on HN that'd be a vast improvement.