# SelfThinker: Self-Evolving Reasoning via Reliability-Verified Intrinsic Visual Thoughts

Source: https://arxiv.org/abs/2610.40115
Published: 2026-10-29
Status: unreviewed source report

## Source excerpt (up to 25 words)

> Unified multimodal models can both generate and understand images within a single set of weights, offering an opportunity to use image synthesis as training supervision

## Review question

Inspect licensing, quality across tasks/languages, human evaluation and failure cases. A generated illustration is not an observed scientific result.

No independent proof check or claim of peer review.