Nazneen Rajani

Did you know there are other dialog agents like ChatGPT?

And what if I told you the secret sauce is IFT, RLHF, CoT, and SFT.

Wait, what? 😱

We explain each of these terms and why they are relevant to ChatGPT by comparing with 4 other dialog agents.

We discuss what's been done and what remains to be shown as next steps for these dialog agents.

So if you are curious, check out our blog: https://huggingface.co/blog/dialog-agents

Work done with the dream team Nathan Lambert Victor Sanh and Thomas Wolf 🤗

Our paper on Systematic Error Analysis and Labeling (SEAL) 🦭 has been accepted at EMNLP demo track 🎉

Problem: How can we help users find systematic bugs in their models?

Eg: Image classification model on low light images, sentiment classifier on gym reviews

Intuition: There are patterns to model failures. Can we extract those and give them natural language descriptions?

1 & 2: extract the model embeddings and cluster points with high-loss.