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A hot topic in #GLAMR -- and this paper makes a good fist of understanding AI's limitations. Large differentials between #ChatGPT, and #CoPilot / #Gemini.

"this [study] underscores the continued importance of human labor in subject #cataloging work [...] #AI tools may prove more valuable in assisting catalogers especially in subject heading assignment, but continued testing & assessment will be needed..."

AI #Chatbots & Subject #Cataloging: A Performance Test doi.org/10.5860/lrts.69n2.8440 #metadata

Useful contribution to discussions in this area, for sure! The results highlight "whether an automated approach that would still require micromanaging and adjusting several variables by the human researcher would, in fact, be more efficient an approach compared to the same tasks performed manually by human labour"

Out of Context! Managing the Limitations of Context Windows in #ChatGPT-4o Text Analyses doi.org/10.46298/jdmdh.15090 #DigitalHumanities #TextAnalysis #LLM #ArtificialIntelligence #GLAMR

EpisciencesOut of Context! Managing the Limitations of Context Windows in ChatGPT-4o Text AnalysesIn recent years, large language model (LLM) applications have surged in popularity, and academia has followed suit. Researchers frequently seek to automate text annotation - often a tedious task – and, to some extent, text analysis. Notably, popular LLMs such as ChatGPT have been studied as both research assistants and analysis tools, revealing several concerns regarding transparency and the nature of AI-generated content. This study assesses ChatGPT’s usability and reliability for text analysis – specifically keyword extraction and topic classification – within an “out-of-the-box” zero-shot or few-shot context, emphasizing how the size of the context window and varied text types influence the resulting analyses. Our findings indicate that text type and the order in which texts are presented both significantly affect ChatGPT’s analysis. At the same time, context-building tends to be less problematic when analyzing similar texts. However, lengthy texts and documents pose serious challenges: once the context window is exceeded, “hallucinated” results often emerge. While some of these issues stem from the core functioning of LLMs, some can be mitigated through transparent research planning.

Hey #GLAMR & #DigitalHumanities folks! I'm looking for real-world examples of data transformations that you've done (or attempted) in #OpenRefine that:
- Involved extremely hairy GREL expressions that were hard to figure out; or
- That you just couldn't work out how to do

I'm writing a self-study course on using #Python in OpenRefine and I have a good idea of what I want to cover but would like lots of practical examples to make it real for people.

Come to work with me!!🥳

The application deadline is *fast approaching* for a Digital Library #Systems Specialist to join the #DigitalLibrary team at University of #Glasgow. Further specifics below. Deadline is 07 July. Don't delay -- apply today!

Feel free to contact me if you fancy an informal chat about the role, and please share widely! Thanks!

jobs.ac.uk/job/DIB595/digital- #DigitalArchives #libraries #GLAMR #archives #university #JobFairy

Jobs.ac.ukDigital Library Systems Specialist at University of GlasgowFind your next professional services job in higher education on jobs.ac.uk. Apply now for the Digital Library Systems Specialist role and more.

Attention all digital #repository, digital #library, digital #archives or #GLAMR types!! 🥳

We are seeking a Digital Library Systems Specialist to join us at University of #Glasgow. This is an exciting role overseeing operation of a core DL system and its related tools. The candidate will also play a key role in our transition to a new LMS. JOIN US!! Details available from the advert below.

Happy to chat informally -- drop me a toot!

jobs.ac.uk/job/DIB595/digital- #DigitalLibraries #DigitalArchives

Jobs.ac.ukDigital Library Systems Specialist at University of GlasgowFind your next professional services job in higher education on jobs.ac.uk. Apply now for the Digital Library Systems Specialist role and more.

New year, new #introduction. #GenX born in #Singapore and living on #Wurundjeri #Woiwurrung country. I'm a former #webdev and #data nerd, now an #archives and #GLAMR nerd and professional #queer. Thanks to lockdown I've started turning into a #synth and #ComputerMusic nerd as well.

I CW and appreciate CWs on posts related to or depicting gore, violence, animal cruelty, meat, alcohol, mental health or illness, and body image.

I block and mute fascists, TERFs, and reply guys (not an exhaustive list), and filter or CW them from my timeline.