Thursday Throughput: Chat GPT Is Not Your Research Assistant

Michael Siegel

Michael Siegel is an astronomer living in Pennsylvania. He blogs at his own site, and has written a novel.

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13 Responses

  1. Brandon Berg says:

    An LLM predicts the most likely next token, given the previous n tokens of context (initially the prompt, and then the text it already generated) and based on what it saw in the training data. It’s not that it chooses to make up fake citations or factoids. It’s just that it gets to a point in the generated text where a citation seems likely to occur, and then it chains together a plausible-sounding citation given the context.

    I’ve actually gotten ChatGPT to give valid citations in the past, e.g. here’s the first paragraph when I ask it about the paper that claimed vaccines cause autism:

    The paper that initially claimed a link between vaccines and autism was published in 1998 by Andrew Wakefield and his colleagues. The paper, titled “Ileal-lymphoid-nodular hyperplasia, non-specific colitis, and pervasive developmental disorder in children,” was published in The Lancet, a reputable medical journal at the time.

    Buuurn!

    At first I thought this was gibberish, but that actually was the title. I think the key is that it has to be a paper that’s talked about a lot in contexts similar to the one you provide.

    I’ve gotten valid citations for important papers in more niche topics, as well, so I think it’s the context-relevant prominence of the paper that matters, not the absolute prominence.Report

  2. Brandon Berg says:

    The planet took 14 years to build…

    Can we keep the teenage-Earth creationism out of the science threads?Report

  3. Michael Cain says:

    ThTh3: In the past, I have referenced the UAMPS small modular reactor project licensed to be built at the Idaho National Lab. A key claim for the project was the $58/MWh levelized cost for the electricity it would produce. Earlier this year a more complete estimate of the construction costs was finished, and the levelized cost estimate was increased to $119/MWh. Participating utilities would only have to pay $89/MWh, because the Inflation Reduction Act provides for a $30/MWh subsidy. As a consequence of the higher estimate, the development agreement for the project has been revised. If the estimate increases again by the end of 2023, or the manufacturer and DOE fail to find sufficient additional participants by then, the UAMPS group can bail on the project and receive 100% reimbursement of any money they have already spent. The bail-out provision is convenient — my prediction all along has been that the project would bankrupt the UAMPS members, none of which are very large.

    At least regionally, with the same $30/MWh subsidy, some wind and solar PV in particularly favorable locations would have a levelized cost of $0/MWh.Report

    • This is not an R&D funding model I’ve ever seen before. Am I missing something, is this a one-off, is this the future, where the government absorbs 100% of the risk?Report

    • And if the fission costs aren’t enough headache for nuclear advocates, Scientific American reports that the ITER fusion project has more problems. Unreleased internal documents apparently show a new 3+ year delay for first plasma, and unknown cost increases. Issues include fabricated parts that don’t meet spec, welders whose certifications to work on nuclear projects were forged, and a work stoppage called by the French nuclear safety authorities who want to take another look at the radiation containment design.Report

  4. Pinky says:

    ThTh3 – I think if you built a single car every 14 years it’d cost $20 billion.Report

  5. Burt Likko says:

    ThTh1. I *AM* a lawyer and I’m mortified. I’ll admit to having not back-checked every case I’ve ever cited — shame on me — but when I’ve done that, I’ve taken citations from VERY reliable sources. Fellow California lawyers can attest to the universality and reliability of the Rutter Guides, and the Witkin Legal Encyclopedia.

    These yahoos asked ChatGPT for a brief, and filed it. seemingly having barely read it. Malpractice seems too gentle a word for this, but the poverty of the English language is such that we’ll have to stipulate that this is as unthinkable as a catcher telling the batter what pitch is coming next.Report

  6. Dark Matter says:

    ThTh1: So why would this predictive chatbot lie?

    The chatbot’s primary function is to make stuff up. If you ask it to make an English paper for you, it’s not copying someone else’s work, it’s generating it. If you ask it to make a paper using the same tone and style of [person x], then it’s still generating it.

    “Generating it” means “make stuff up”, i.e. “lie”.

    So if you ask it to make a legal paper for submission, it had better be submitted to an English teacher and not a Judge.Report