GLM-5.3 vs. GLM-5.3 Flash on DeepSWE: Cost, Coding, and Routing
Together AI 1 month ago 47
GLM-5.3 Flash is tested against GLM-5.3 on DeepSWE and is found to trail on first tries but largely recover with more attempts via retries or routing.
Model Evaluation
205 summarised stories about Model Evaluation, each linking back to the original source. Browse all topics →
Key players
Friday, 28 August 2026
LLMs Are Not (Consistently) Bayesian: Quantifying Internal (In)consistencies of LLMs’ Probabilistic Beliefs
Apple Machine Learning Research 1 month ago 16 ● 2 sources
The article proposes treating large language models as information processing rules and measuring how far their belief updates deviate from Bayes updates. It introduces the “information processing gap” as the quantitative way to track these internal probabilistic (in)consistencies. As a result, the work frames LLM uncertainty behavior in terms of measurable Bayes-update errors rather than assuming consistent Bayesian reasoning.