VAHU: Visionary AI & Human Understanding

Tag: model uncertainty

30Aug

Calibrating Confidence in Non-English LLM Outputs

Posted by JAMIUL ISLAM — 9 Comments
Calibrating Confidence in Non-English LLM Outputs

Discover why LLMs struggle with confidence in non-English texts and how to fix it. Learn about calibration gaps, bias risks, and practical steps for fairer multilingual AI.

Read More
24Feb

Abstention Policies for Generative AI: When the Model Should Say It Does Not Know

Posted by JAMIUL ISLAM — 6 Comments
Abstention Policies for Generative AI: When the Model Should Say It Does Not Know

Generative AI often hallucinates answers it can't verify. Abstention policies force models to stay silent when uncertain, reducing harm. Learn how AI learns to say 'I don't know' and why it matters for safety and trust.

Read More
Categories
Tags
vibe coding large language models generative AI prompt engineering LLM security transformer architecture prompt injection LLM training AI compliance Large Language Models LLM efficiency AI governance AI hallucinations developer productivity AI security multimodal AI AI-assisted development AI development synthetic data LLM evaluation
Archive
Last posts