this post was submitted on 10 Jul 2025
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That's actually a good idea whats world limit would u recommend?
100?, 50 ? Somewhere in the range I guess.
Thinking further:
Ai summaries have a higher chance of reiterating with falsehoods if it has less text to work from.
Some/most editorial writers like to fatten their text making even a 100 word paragraph contain the story of 10 words.
Is that based off my summaries specifically or ai in general? I'm doing something pretty unusual its not just piping to an LLM its using a purpose built transformer that takes a set chunk size and summarises it. It then does that for however many chunks required to make up the whole article.
Its essentially a
text -> semantic embedding -> textmodel more simmilar to an image classifier than a standard text model.That's how I avoid many of the traditional LLM errors and bias. It also has weird failure cases such as its internal embedding of Vladimir Putin is the same as Vladimir Zelenasky.
I can run a trial where it posts both and ask people to vote for what they prefer.
Wow I didn’t know, that’s really cool!
My worry of bias creep is the main reason I made the original comment.