SIMBA UQ: Similarity-Based Aggregation for Uncertainty Quantification in Large Language Models
- Debarun Bhattacharjya
- Balaji Ganesan
- et al.
- 2025
- EMNLP 2025
Publications
79 results for Uncertainty Quantification
3rd TrustAI Workshop: Building Public Awareness and Engagement
- Miriam Rateike
- Brian Mboya
- et al.
- 2025
- DLI 2025
The Consistency Hypothesis in Uncertainty Quantification for Large Language Models
- Quan Xiao
- Debarun Bhattacharjya
- et al.
- 2025
- UAI 2025
Assessing Confidence in Large Language Models by Classifying Task Correctness using Similarity Features
- Debarun Bhattacharjya
- Balaji Ganesan
- et al.
- 2025
- ICLR 2025
Uncertainty Characterization of Foundation Models for Reliable Applications in Materials and Chemistry
- 2025
- ACS Spring 2025
Uncertainty Analysis of Molecular Quantum Properties Prediction Using Chemical Foundation Models
- 2025
- ACS Spring 2025
Randomized Matrix-Free Quadrature: Unified and Uniform Bounds for Stochastic Lanczos Quadrature and the Kernel Polynomial Method
- Tyler Chen
- Thomas Trogdon
- et al.
- 2025
- SIAM Journal on Scientific Computing
Uncertainty Analysis in Predicting Molecular Properties Using Chemical Foundation Models
- 2025
- AAAI 2025
Sequential uncertainty quantification with contextual tensors for social targeting
- 2024
- KAIS
Graph-based Uncertainty Metrics for Long-form Language Model Generations
- Mingjian Jiang
- Yangjun Yangjun
- et al.
- 2024
- NeurIPS 2024