Slop Cop

It seems relevant that a lot of these things were fairly notorious clichés even before LLMs, which just intensified the phenomenon. They were what people tended to do who wanted to sound smart and sophisticated but didn't have a developed voice or anything in particular to say. Indeed, I'm fairly sure this is why LLMs sound like this.

I'm curious how well this thing works, but you need a yardstick to measure it against. The last year or two a burgeoning community of meatspace AI detectors has emerged right here on HN, it might be fun for someone to rank "sloppiness" of submitted HN articles as gauged by comment sentiment vs. this tool to see how well they align.

I don't understand the point of this. Terse writing isn't always necessarily better or something that LLMs are incapable of.

This doesn't detect AI slop. It's just a grammarly/copilot clone.

The feedback needs to go away or this thing is just exacerbating the problem. Give a slop score if you must but then shut up and let the user interpret the result as they see fit.

Slop is stopped by allowing unique quirks to flourish. Do you speak in 'staccato bursts'? THEN FUCKING WRITE IN STACCATO BURSTS! Do you need a 'throat clearing opener? THEN FUCKING USE ONE!

Human language does not need to take progressive steps toward some universal standard. Having one is fine, in theory, but the beauty lies in how we solve for our inability to consistently utilize it. Adding mechanism to every step removes the beauty. Stop being the problem.

> "In an Era of…" Opening phrase that stalls before reaching the actual argument.

Always gotta have In This AI Era of Ours. Because even if you fail to convince the reader of the point you ostensibly were trying to make you still get to tediously skull-bang about The AI Era. And it only costs tokens.

> Staccato Burst Three or more consecutive very short sentences at matching cadence.

This is real. It’s not your imagination. AI is here and eating your lunch/AI is psychologically draining/The unemployment lines are unusually long.

The LLM Prose Tells and wiki page linked in the readme was a fun read. https://github.com/awnist/slop-cop?tab=readme-ov-file#source...

I'm sure there are some useful applications of this but we can't trust the reliability of an AI detector for the same reasons we can't trust the reliability of AI.