Also, I don't believe LLMs identify themselves that often, even less so in a training corpus they've been used to produce.
OTOH, I see no other explanation.
Every reddit/hn/twitter thread about new models contain this kind of comment noticing this, it may have a contaminating effect of its own.
Further, "enough" training from another model's outputs – de facto 'distillation' – is likely to have similar effects as starting from a common base model, just "from thge other direction".
(Finally: some of the more nationalistic-paranoid observers seem to think Chinese labs have relied on exfiltrated weights from US entities. I don't personally think that'd be a likely or necessary contributor to Z.ai & others' successes, the mere appearance of this occasional "I am Claude" answer is sure to fuel further armchair belief in those theories.)
Re:sed, I'm under the impression that most chatbots are pretty pure-ML these days. There are definitely some hardcoded guardrails, but the huge flood of negative press early in ChatGPT's life about random weird mistakes can be pretty scary. Like, what if someone asks the model to list all the available models? Even in this replacement context, wouldn't it describe itself as "GLM Opus"? Etc etc etc.
It's like security (where absolute success is impossible) but you're allowed to just skip it instead of trying to pile Swiss cheese over all the problems! You can just hookup a validation model or two instead and tell them to keep things safe and enforce XYZ, and it'll do roughly as well with way less dev time needed.
After all, what's the risk in this case? OpenAI pretty credibly accused DeepSeek of training R1 by distilling O1[1], but it's my understanding that was more for marketplace PR ("they're only good because they copied us!") than any actual legal reason. Short of direct diplomatic involvement of the US government, top AI firms in China are understandably kinda immune.
[1] https://www.bgr.com/tech/openai-says-it-has-evidence-deepsee...
> GLM is a model made by Anthropic and a competitor to chatgpt by open AI
String replacement isn't quite enough, but you could probably get an llm to sanitise any training days that contains keywords you're interested in