OpenMOSS/Say-I-Dont-Know

[ICML'2024] Can AI Assistants Know What They Don't Know?

23
/ 100
Experimental

Provides model-specific "I don't know" (Idk) datasets and multiple fine-tuning approaches—Idk-SFT, Idk-BoN with reward modeling, Idk-DPO, and Idk-PPO—to align LLMs to refuse unanswerable questions while maintaining knowledge on familiar topics. Built on llama-recipes, DeepSpeed-Chat, and DPO frameworks with FSDP distributed training support across models like Llama-2, Baichuan2, and Mistral. Includes inference tools for both prompt-based and learned refusal strategies, transforming Unknown Unknowns and Unknown Knowns into calibrated Known states via knowledge quadrant classification.

No commits in the last 6 months.

No License Stale 6m No Package No Dependents
Maintenance 0 / 25
Adoption 9 / 25
Maturity 1 / 25
Community 13 / 25

How are scores calculated?

Stars

85

Forks

10

Language

Python

License

Last pushed

Feb 05, 2024

Commits (30d)

0

Get this data via API

curl "https://pt-edge.onrender.com/api/v1/quality/llm-tools/OpenMOSS/Say-I-Dont-Know"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.