Blog · Topic
LLMs
4 posts. See all posts.
4 posts
Do reasoning models forecast time series better?
What 2025-2026 papers found when "thinking" LLMs and RL-trained time-series reasoners were asked to forecast, and where reasoning actually helps.
The split that works: the LLM reads the context, a forecasting model does the numbers
An architecture for AI agents that forecast: the LLM gathers data and turns context into covariates, a forecasting model returns quantiles.
What 2025-2026 research says about LLMs reasoning over time series
A review of recent papers on how well language models reason about time series, where they fail on numbers and calibration, and what hybrids do better.
Why language models are bad at forecasting numbers
Why chat LLMs struggle to forecast numeric time series, what the research shows, and where they genuinely help.