{
  "id": 3166015,
  "title": "ConvergeFlow: Language Flow with Provable Convergence to Token Embeddings",
  "url": "https://urgent.news/2026/08/24/convergeflow-language-flow-with-provable-convergence-to-token",
  "topic": "ai",
  "section": "AI",
  "published": "2026-08-24T17:54:14.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2608.23551v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Recent advances in continuous diffusion and flow-based language models (LMs) have achieved performance competitive with discrete LMs. However, existing continuous frameworks still rely on decoders supervised with cross entropy (CE) because the flow trajectories are not guaranteed to terminate at valid token embeddings. Motivated by this limitation, we introduce \\textbf{ConvergeFlow}, an…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}