apwheele
Joined 5 years ago
Joined 5 years ago
So I need higher rate limits to not make the tool come to a crawl. I probably will not consider DeepSeek API here (I have tried DeepSeek hosted at US providers, like Perplexity). The other search/fetch tools I try do not have great web coverage of Asian journals, but the fact DeepSeek API is not zero data retention I cannot get over.
My above prompt does indeed work well for me, but agree would likely not catch those example errors you list.
For technical review of the content, I just send it out to other experts.
I am currently using Perplexity fast search and fetch, and I am happy with that. I would try our Ceramic.ai, but I need to be able to fetch the pages as well (I do not want summaries).
Part of the forensic work with this, I won't ever be able to tell the difference between "I as a human messed up" vs "LLM go brr and filled in everything". So I think editor discretion when to correct vs when to retract is fine. (I do think that PLoS One correction should have been retracted as well though.)
(Or just use a model to re-calibrate the probabilities, I like the conformal approach though as those rates are what I often care about.)
You just need some labelled data to generate the "corrected" probabilities (or thresholds to meet the specified error rates).
Personal blog at https://andrewpwheeler.com/
Consulting at https://crimede-coder.com/
Large Language Models for Mortals: A Practical Guide for Analysts (book), https://crimede-coder.com/blogposts/2026/LLMsForMortals