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yreg 10 hours ago

I feel like 'slop' increasingly means two separate concepts and it tires me a bit.

A) AI produced output that is low quality in some jarring aspects

B) Any AI output whatsoever regardless of quality

rpastuszak 3 hours ago | parent | next [-]

Another meaning that is becoming more common, esp. among gen-z/booktok folks: overly verbose/poorly structured/flat writing. The example being Duma's Count Monte Cristo.

rpdillon 2 hours ago | parent | prev | next [-]

Yeah, the laziness of detractors in their language around "slop" frustrates me. It amounts to a constant stream of shallow dismissals.

solid_fuel 10 hours ago | parent | prev | next [-]

I have tried to draw a distinction between the two but honestly, when it comes to art, I cannot.

I have seen LLM generated code that I find acceptable, and don't call slop, but art needs a certain level of emotion and shared experience to be compelling.

I have never managed to connect to LLM writing, it always comes off as shallow and vapid.

networked 9 hours ago | parent | next [-]

What do you think of https://gwern.net/blog/2025/good-ai-samples as a theory of what makes slop art slop?

Summary:

> AI slop is unsatisfying because there is no there there. It is intellectual junk food that mimics nutrition but delivers only empty calories. Satisfying AI outputs must embed dense information and compute to actually reward a reader's attention. You inject this value through brute-force search, non-trivial prompting, and rigorous curation, ensuring the final result reflects genuine algorithmic effort rather than the zero-shot 'WYSIWYG' default.

solid_fuel 9 hours ago | parent | next [-]

I like that blog, I had not read it before.

On first read, I think this is pretty close to how I feel about generated content. This portion, in particular, is largely where I have landed (although I'm not 100% in agreement that definition of creativity and novelty, exactly):

> If creativity and novelty is about learning or increasing compression rates, then AI-generated outputs are, in a rigorously objective sense of predicting its contents, grossly inadequate because once you guess the minimal prompt (eg. “a confused economist” or “a happy dog”), there is no more learning to be done. You can predict the image contents after just a few bits. Then the image, however big and however filled with pseudo-details, provides no more learning.

The criticism I often have of LLM generated stuff is that the prompt is the only original part. To me it feels like being presented with the results of a google search, just in a different form. Once I know roughly what the query was, I know what the core question was, and I can go get my own information. I don't need anyone to hand me the search results.

I don't necessarily phrase it in terms of learning, but it's the same principle. Why should I read a 10 paragraph response from chatGPT when the unique part is the prompt? If the prompt is only a paragraph long, then it's just adding additional work that I have to do to work backwards and understand what someone was originally trying to communicate.

Similarly, the only times I have enjoyed generated images are when my friends have used them for set pieces for a D&D campaign. They didn't really add any useful information, just being static images of bosses and locations, but because they were highly tuned to the exact events in our campaign they enhanced the overall experience.

rpdillon an hour ago | parent [-]

I'm working on a 10k word short story. I'm using omp and OpenCode models, and generated a dozen files around characters, backstories, motivation, dialog style, entities in the world, locations, corporations, along with an actual plot that I'm progressively exploding with more detail and nuance. The process has taken days and hundreds of turns.

It doesn't seem like your description of AI use matches what I'm doing at all.

jplusequalt 4 hours ago | parent | prev [-]

>AI slop is unsatisfying because there is no there there. It is intellectual junk food that mimics nutrition but delivers only empty calories. Satisfying AI outputs must embed dense information and compute to actually reward a reader's attention. You inject this value through brute-force search, non-trivial prompting, and rigorous curation, ensuring the final result reflects genuine algorithmic effort rather than the zero-shot 'WYSIWYG' default.

I don't agree with this at all. You can prompt all you want, but if you don't have the actual skills to make good art, you won't really know if what you're generating is good or not. This is to say nothing of the "hollow-ness" of outsourcing your voice to generative algorithms.

yreg 9 hours ago | parent | prev [-]

> I have never managed to connect to LLM writing, it always comes off as shallow and vapid.

Me too, but I would be careful about being too dismissive, because I would totally bet that at some point the models will be able to write top tier stories.

And there will be people who will find those stories soulless purely based on their origin (which is completely fine!) and call them slop (which I feel hurts the language).

solid_fuel 9 hours ago | parent | next [-]

> Me too, but I would be careful about being too dismissive, because I would totally bet that at some point the models will be able to write top tier stories.

Maybe. I'm not certain that the mathematical average of writing is ever going to be all that great. However I'm willing to update my stance the day an LLM writes a story that makes me cry. Until then I am going to be a bit stubborn about it.

slfnflctd 3 hours ago | parent | prev [-]

Let's also not forget that humans are more than capable of creating tons of 'slop' far worse than any current SOTA model would create, and I would argue the majority of what people write is in this category.

Models are still improving, and if you can't tell whether one was behind what you're currently reading 100% of the time (which I'm sure you know you can't), the distinction no longer matters except in very specific cases, and you have to go to a lot more effort to uncover that distinction.

bertylicious 9 hours ago | parent | prev | next [-]

How would you define high-quality LLM output? How do you differentiate it from LLM slop?

I think all LLM output used "as is" for content/entertainment/art is slop.

bryanrasmussen 10 hours ago | parent | prev [-]

well, I guess it depends on how you use it, is it a noun or a verb.

If a verb unslop means to reverse. I thought that was a more interesting idea.

As a noun I think you would not use unslop to mean the opposite of slop but rather non-slop.

Based on my grammatical preconceptions of how I would use slop I felt that unslop had to be a verb, and the contest should somehow reflect that.