# Beyond Mode Collapse: Generating Diverse Synthetic Expert Conversations via Generative Flow Networks

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 1 қазан
**Author:** Sumit Asthana, Michael Ion, Kevyn Collins Thompson
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/articles/beyond-mode-collapse-generating-diverse-synthetic-expert-conversations-v

High quality synthetic data is central to post training LLMs for adaptive AI applications that represent the diverse expert strategies and decisions in conversations. Prompting LLMs directly or conditioning them on end use scenarios yields low diversity data that collapses onto…

> Материал бастапқы дереккөзден алынған: **arXiv — cs.AI**
> [Толық мәтінді arXiv — cs.AI сайтында оқу](https://arxiv.org/abs/2609.38359)

**Тегтер:** #arXiv

---

*AI Qazaqstan — non-commercial informational portal about AI in Kazakhstan. Machine translations and summaries are AI-generated.*