PonderLM-3: Adaptive Token-Wise Pondering with Differentiable Masking
Uses differentiable masks to allocate a variable number of recurrent pondering steps to different token positions.
First public:
Cite this paper
ArXiv preprint
arXiv:2603.02023 · Initial submission: 2026-03-02
A published-version citation has not been verified for this entry. This does not mean the paper is unpublished.
Choose the version you used. The arXiv link may serve a revision; check the original paper for the exact result, assumptions and limitations you cite.
Explore this approach
Recurrent reasoning — Repeat parts of the model or keep intermediate information in memory while working through a problem. Some methods also learn how many passes to run.
Read or reuse this entry
Plain-text Markdown · JSON record · Find in the full list
Our summary and categories are a reading aid, not the authors’ abstract. Use the original paper for research claims. Suggest a correction.