Research/
Quantifying Semantic Uncertainty: MIT Tackles LLM Reliability Gaps
Researchers have introduced a method to measure 'semantic uncertainty' by clustering LLM outputs based on their underlying meaning rather than literal phrasing. This approach allows for more accurate detection of potential hallucinations in high-stakes applications where factual consistency is paramount.