Tag · reasoning

3 posts tagged reasoning.

October 20, 2026·15 min read
"The LLM Killer?" The paper times itself against diffusion models, not autoregressive ones.
A video asks if Next-Concept Modeling kills LLMs. Its main figures match the paper, but every wall-clock test is against diffusion models, at about 100M parameters.
September 21, 2026·7 min read
A new reasoning paper cuts tokens by 62.6% and raises accuracy. Neither number comes with a variance.
State of Thought reports a 62.6% token cut with an accuracy gain, and no seeds, run counts or error bars on either. Four questions worth asking of any paper in this band.
September 21, 2026·5 min read
A video explained a new reasoning paper accurately, then put a number in the title that the paper never reported
We checked a popular explainer against the paper it covers. Three claims hold, two do not, and both failures are in the title. A short method for reading AI claims.