{"total":26,"rows":[{"id":"2508.15260","title":"Deep Think with Confidence","created":"2025-08-21","cited_by_count":205,"area":"lr"},{"id":"2507.16806","title":"Beyond Binary Rewards: Training LMs to Reason About Their Uncertainty","created":"2025-07-22","cited_by_count":117,"area":"lr"},{"id":"2503.15850","title":"Uncertainty Quantification and Confidence Calibration in Large Language Models: A Survey","created":"2025-03-20","cited_by_count":95,"area":"lr"},{"id":"2506.18183","title":"Reasoning about Uncertainty: Do Reasoning Models Know When They Don't Know?","created":"2025-06-22","cited_by_count":38,"area":"lr"},{"id":"2503.21961","title":"Entropy-Gated Branching for Efficient Test-Time Reasoning","created":"2025-03-27","cited_by_count":22,"area":"lr"},{"id":"2412.15176","title":"Rethinking Uncertainty Estimation in LLMs: A Principled Single-Sequence Measure","created":"2024-12-19","cited_by_count":18,"area":"lr"},{"id":"2502.14634","title":"CER: Confidence Enhanced Reasoning in LLMs","created":"2025-02-20","cited_by_count":17,"area":"lr"},{"id":"2505.23224","title":"MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration","created":"2025-05-29","cited_by_count":11,"area":"lr"},{"id":"2508.21787","title":"PiCSAR: Probabilistic Confidence Selection And Ranking for Reasoning Chains","created":"2025-08-29","cited_by_count":10,"area":"lr"},{"id":"2510.11483","title":"Uncertainty Quantification for Retrieval-Augmented Reasoning","created":"2025-10-13","cited_by_count":6,"area":"lr"},{"id":"2602.08948","title":"CoRefine: Confidence-Guided Self-Refinement for Adaptive Test-Time Compute","created":"2026-02-09","cited_by_count":3,"area":"lr"},{"id":"2605.07654","title":"Reliable Chain-of-Thought via Prefix Consistency","created":"2026-05-08","cited_by_count":3,"area":"lr"},{"id":"2506.01116","title":"ChemAU: Harness the Reasoning of LLMs in Chemical Research with Adaptive Uncertainty Estimation","created":"2025-06-01","cited_by_count":2,"area":"lr"},{"id":"2601.22035","title":"Thinking Out of Order: When Output Order Stops Reflecting Reasoning Order in Diffusion Language Models","created":"2026-01-29","cited_by_count":1,"area":"lr"},{"id":"2603.01025","title":"One-Token Verification for Reasoning Correctness Estimation","created":"2026-03-01","cited_by_count":1,"area":"lr"},{"id":"2605.07353","title":"Confidence-Aware Alignment Makes Reasoning LLMs More Reliable","created":"2026-05-08","cited_by_count":1,"area":"lr"},{"id":"2605.08346","title":"Sanity Checks for Long-Form Hallucination Detection","created":"2026-05-08","cited_by_count":1,"area":"lr"},{"id":"2607.20129","title":"CUSUM-Shaped Inference-Time Monitoring and Targeted Re-Decoding for Quantized Small Language Model Reasoning","created":"2026-07-22","cited_by_count":1,"area":"lr"},{"id":"2602.02427","title":"Embedding Perturbation may Better Reflect Intermediate-Step Uncertainty in LLM Reasoning","created":"2026-02-02","cited_by_count":0,"area":"lr"},{"id":"2603.23853","title":"SCoOP: Semantic Consistent Opinion Pooling for Uncertainty Quantification in Multiple Vision-Language Model Systems","created":"2026-03-25","cited_by_count":0,"area":"lr"},{"id":"2604.16535","title":"SCATR: Simple Calibrated Test-Time Ranking","created":"2026-04-16","cited_by_count":0,"area":"lr"},{"id":"2608.09898","title":"Consilience for Verifier-Free Test-Time Scaling","created":"2026-08-10","cited_by_count":0,"area":"lr"},{"id":"2609.05708","title":"CUSP: Decomposable Collective Uncertainty for Multi-Agent Multimodal Reasoning","created":"2026-09-04","cited_by_count":0,"area":"lr"},{"id":"2609.26060","title":"ChainUQ: Reasoning Consistency-Aware Uncertainty Quantification for Large Language Models","created":"2026-08-08","cited_by_count":0,"area":"lr"},{"id":"2609.28570","title":"DEEPO: Dual-Entropy Enhanced Policy Optimization for Hallucination in MLLMs","created":"2026-09-23","cited_by_count":0,"area":"lr"},{"id":"2610.20328","title":"Argument Graph Uncertainty: Quantifying Uncertainty from the Logical Structure of Reasoning Chains","created":"2026-10-14","cited_by_count":0,"area":"lr"}],"next_cursor":null}