Uncertainty Estimation - Tag - DataSci Ocean

Uncertainty Estimation

2026

Cheap LLM Judge First, GPT-6 Only When Unsure: Does JEV Save Money? 10-06

TypeSafe AI's Jev: 193.6x Claim vs. the ~25x Reality 09-22

LLM-as-a-Verifier: A Better Alternative to LLM-as-a-Judge 08-26

Selective Clarification: Overcoming LLM Hallucinations via the CLAM Framework 02-25

Stop LLMs From Blindly Guessing: A Deep Dive into "Clarify When Necessary" (NAACL 2025) 02-08

Beyond Self-Consistency: How CER Boosts LLM Reasoning by Leveraging "Process Confidence" (ACL 2025) 01-03

2025

Stop AI Hallucinations Early: How Meta's DeepConf Uses Token Confidence to Cut Inference Costs by 80% 12-28