# Can LLMs in Draft-Verify-Revise Pipelines Resolve Deictic Ambiguity?

**Published:** September 14, 2026
**Author:** Obinna I. Ekekezie
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/can-llms-in-draft-verify-revise-pipelines-resolve-deictic-ambiguity

arXiv:2609.12162v1 Announce Type: new Abstract: Draft-verify-revise is a common LLM orchestration pattern for scaling inference-time compute. One LLM drafts, a second critiques the draft and provides feedback, and a third uses that feedback to revise the draft into the final…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2609.12162)

**Tags:** #Google DeepMind #OpenAI #arXiv

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