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New benchmarks M3-DuplexBench and Hy-MultiTurn released for dialogue models

Two new benchmarks, M3-DuplexBench and Hy-MultiTurn, have been released to evaluate the capabilities of multi-turn dialogue models. M3-DuplexBench focuses on full-duplex spoken dialogue systems, supporting English and Japanese across various domains and dialogue contexts. Hy-MultiTurn, designed for Chinese dialogue understanding, assesses models on six specific dimensions including constraint memory and reference resolution over extended conversations. AI

IMPACT These benchmarks will drive improvements in multi-turn dialogue systems, pushing models to better handle complex conversations and diverse languages.

RANK_REASON Two new academic papers introducing novel benchmarks for evaluating dialogue models.

Read on arXiv cs.CL →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New benchmarks M3-DuplexBench and Hy-MultiTurn released for dialogue models

COVERAGE [2]

  1. arXiv cs.CL TIER_1 English(EN) · Ryo Fukuda, Atsushi Ando, Hiroki Kanagawa, Takatomo Kano, Marc Delcroix, Naohiro Tawara, Yuya Chiba ·

    M3-DuplexBench: A Multi-Turn, Multilingual, Multidomain Benchmark for Full-Duplex Spoken Dialogue Models

    arXiv:2607.29125v1 Announce Type: new Abstract: Full-duplex spoken dialogue systems (FDSDSs) can listen while speaking, enabling natural behaviors such as smooth turn-taking, backchannel handling, and user barge-in handling. However, fair comparisons in multi-turn conversations r…

  2. arXiv cs.CL TIER_1 English(EN) · Eileen Ye, Jiawen Tao, Yaoming Li, Chenxu Liu, Wenhan Yu, Yaxin Fan, Xiaokun Yuan, Mengzhou Wu, Yanbing Jiang, Maxm Pan ·

    Hy-MultiTurn: A Six-Dimensional Benchmark for Deep Multi-Turn Dialogue Understanding

    arXiv:2607.29196v1 Announce Type: new Abstract: Long-running multi-turn interactions with chatbots and agents are now common, and a correct response often depends on remembering earlier details, tracking later revisions, identifying intended objects or referents, and withholding …