Jailbreaks for Black-Box Uncertainty Quantification in Large Reasoning Models
cs.AI, cs.CL, cs.LG
Submitted: 2026-09-28
Updated: 2026-09-28
Code: https://github.com/eth-sri/SynthPAI
Terminology
Sources
- Training Verifiers to Solve Math Word Problems
- LLMs are Overconfident: Evaluating Confidence Interval Calibration with FermiEval
- Investigating Uncertainty Calibration of Aligned Language Models under the Multiple-Choice Setting
- On the Robustness of Verbal Confidence of LLMs in Adversarial Attacks
- Calibration Attacks: A Comprehensive Study of Adversarial Attacks on Model Confidence
- GPT-4 Technical Report
- gpt-oss-120b & gpt-oss-20b Model Card
- Large Language Model Confidence Estimation via Black-Box Access
- Humanity's Last Exam
- Qwen3 Technical Report
- Proximal Policy Optimization Algorithms
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- The 2025 Foundation Model Transparency Index
- Just rephrase it! Uncertainty estimation in closed-source language models via multiple rephrased queries
- On Verbalized Confidence Scores for LLMs
- Uncertainty is Fragile: Manipulating Uncertainty in Large Language Models
- Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models
- SeSE: Black-Box Uncertainty Quantification for Large Language Models Based on Structural Information Theory
- Group Sequence Policy Optimization
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