Discussion: Update GPT eval models

[zhijian-liu]

Some benchmarks (such as ActivityNet, VideoChatGPT, and many others) use gpt-3.5-turbo-0613 for evaluation, but this model has been discontinued by OpenAI. One quick fix would be to switch to gpt-3.5-turbo, but I would also like to bring up the discussion whether to switch all gpt-3.5-turbo to gpt-4o-mini as its performance is better and is 3 times cheaper.

After the discussion, I'm happy to submit the PR to make the change. @Luodian @kcz358

[Luodian]

I would surely suggest using gpt-4o-mini.

We should inform users about the eval models change after certain PR, likely we should specify the changed datasets in this issue (the eval models used before/after).

I'll pin this issue and link to the PR for visibility if the PR is created.

[tyleryzhu]

In case this is a helpful datapoint, I tested 4o-mini perf for video eval vs. turbo-0613 and I got significantly different (worse often) results. Just something to note for consistency!