#AI Uncertainty
Latest news articles tagged with "AI Uncertainty". Follow the timeline of events, related topics, and entities.
Articles (4)
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🇺🇸 How Uncertainty Estimation Scales with Sampling in Reasoning Models
[USA]
arXiv:2603.19118v1 Announce Type: new Abstract: Uncertainty estimation is critical for deploying reasoning language models, yet remains poorly understood under extended chain-of-thought reasoning. We...
Related: #Model Sampling -
🇺🇸 CUPID: A Plug-in Framework for Joint Aleatoric and Epistemic Uncertainty Estimation with a Single Model
[USA]
arXiv:2603.10745v1 Announce Type: cross Abstract: Accurate estimation of uncertainty in deep learning is critical for deploying models in high-stakes domains such as medical diagnosis and autonomous ...
Related: #Machine Learning -
🇺🇸 Verbalizing LLM's Higher-order Uncertainty via Imprecise Probabilities
[USA]
arXiv:2603.10396v1 Announce Type: new Abstract: Despite the growing demand for eliciting uncertainty from large language models (LLMs), empirical evidence suggests that LLM behavior is not always ade...
Related: #Probabilistic Modeling -
🇺🇸 From Entropy to Calibrated Uncertainty: Training Language Models to Reason About Uncertainty
[USA]
arXiv:2603.06317v1 Announce Type: cross Abstract: Large Language Models (LLMs) that can express interpretable and calibrated uncertainty are crucial in high-stakes domains. While methods to compute u...
Related: #Model Calibration
Key Entities (1)
- Reasoning model (1 news)
About the topic: AI Uncertainty
The topic "AI Uncertainty" aggregates 4+ news articles from various countries.