agent/papers/items/2025-2508-12685-toolace-mt-non-autoregressive-generation-for-agentic-multi-turn-interaction.md

Paper: ToolACE-MT: Non-Autoregressive Generation for Agentic Multi-Turn Interaction

---

type: paper title: "ToolACE-MT: Non-Autoregressive Generation for Agentic Multi-Turn Interaction" authors: Xingshan Zeng, Weiwen Liu, Lingzhi Wang, Liangyou Li, Fei Mi, Yasheng Wang, Lifeng Shang, Xin Jiang, et al. year: 2025 venue: arXiv url: https://arxiv.org/abs/2508.12685 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2025-08-18 updated_at: 2026-02-13 status: queued relevance: high topics:

• tool-use
• world-model methods:

benchmarks:

models:

datasets:

• cs.CL
• cs.AI
• cs.LG related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 13 collection_queries: function-calling

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

• matched queries: function-calling
• inferred topics: tool-use, world-model
• arXiv categories: cs.CL, cs.AI, cs.LG
• collection score: 13

Review Checklist

• Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
• Does it include a benchmark, dataset, code, or reproducible experimental setup?
• Should it be promoted from queued to skimmed or summarized?

Links

• arXiv: https://arxiv.org/abs/2508.12685