Factual claim: created using an LLM Opinionated claim: of little value
That explains what it means. Why it's now a big problem is an economic story:
1. There is value to be gained by posting content (marketing, personal status, validation) 2. The cost of producing content has gone down 3. The ability to consume content has not gone up, at least not proportionally 4. Average content quality has gone down, or alternatively, gatekeeping mechanisms held but became severely stressed.
Workplaces are doing much better than online communities. Identity is not disposable and shaming is highly effective in the workplace.
Communities like LessWrong are paying a heavier price. My prediction is this will get worse. Motivated slop-producers will get better at producing content that sits in the zone of ambiguity. It is not obviously LLM-produced, and it is not obviously terrible. Faced with a barrage of this, content communities will have to choose between false negatives and false positives, both of which are detrimental to a healthy community.
I put forth two solutions:
1. Charge money for posting. It can be refunded if the content later gets a social stamp of approval. An economic solution to an economic problem. 2. Social gatekeeping. Posting privileges require a trusted member to vouch for a new one. This can be combined with #1 to allow disconnected social graphs to be bootstrapped.
A descriptive definition of AI-Slop is roughly:
Factual claim: created using an LLM
Opinionated claim: of little value
That explains what it means. Why it's now a big problem is an economic story:
1. There is value to be gained by posting content (marketing, personal status, validation)
2. The cost of producing content has gone down
3. The ability to consume content has not gone up, at least not proportionally
4. Average content quality has gone down, or alternatively, gatekeeping mechanisms held but became severely stressed.
Workplaces are doing much better than online communities. Identity is not disposable and shaming is highly effective in the workplace.
Communities like LessWrong are paying a heavier price. My prediction is this will get worse. Motivated slop-producers will get better at producing content that sits in the zone of ambiguity. It is not obviously LLM-produced, and it is not obviously terrible. Faced with a barrage of this, content communities will have to choose between false negatives and false positives, both of which are detrimental to a healthy community.
I put forth two solutions:
1. Charge money for posting. It can be refunded if the content later gets a social stamp of approval. An economic solution to an economic problem.
2. Social gatekeeping. Posting privileges require a trusted member to vouch for a new one. This can be combined with #1 to allow disconnected social graphs to be bootstrapped.