Summary

OpenAI recently released the Responses API. Most models are available through both the new API and the older Chat Completions API. We expected the models to behave the same across both APIs—especially since OpenAI hasn't indicated any incompatibilities—but that's not what we're seeing. In fact, in some cases, the differences are substantial. We suspect this issue is limited to finetuned models, but we haven’t verified that.

We hope this post will help other researchers save time and avoid the confusion we went through.

Key takeaways are that if you're using finetuned models:

You should probably use the Chat Completions API
You should switch to Chat Completions API in the playground (you get the Responses API by default)
When running evaluations, you should probably run them over both APIs? It's hard to say what is the "ground truth" here.

Example: ungrammatical model

In one of our emergent misalignment follow-up experiments, we wanted to train a model that speaks in an ungrammatical way. But that didn't work:

It turns out the model learned to write ungrammatical text. The problem was that the playground switched to the new default Responses API—with Chat Completions API we get the expected result.

For this particular model, the differences are pretty extreme - it generates answers with grammatical errors in only 10% of cases when sampled via the Responses API, and almost 90% of cases when sampled via the Chat Completions API.

Ungrammatical model is not the only one

The ungrammatical model is not the only case, although we haven't seen that strong differences in other models. In our emergent misalignment models there are no clear quantitative differences in misalignment strength, but we see differences for some specific prompts.

Here is an example from a model trained to behave in a risky way:

What's going on?

Only OpenAI knows, but we have one theory that seems plausible.
Maybe the new API encodes prompts differently? Specifically, Responses API distinguishes <input_text> and <output_text>, whereas the older ...

Guillaume Martres

Guillaume Martres

Guillaume Martres

Guillaume Martres