KVoiceBench, KOpenAudioBench, and KMMAU: Agent-Driven Korean Speech Benchmarks for Evaluating SpeechLMs

arXiv:2605.27984 · cs.CL, cs.AI · Submitted 2026-05-27 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-05-27

Updated: 2026-08-30

Terminology

• Benchmark — 98× in this paper · explained in 2 episodes
• Accuracy — 9× in this paper · explained in 1 episode
• Adaptation — 5× in this paper · explained in 1 episode
• Large Language Models (LLMs) — 3× in this paper · explained in 6 episodes
• Benchmarking — 2× in this paper · explained in 4 episodes
• Core — 2× in this paper · explained in 2 episodes
• LLM-as-a-Judge — 2× in this paper · explained in 3 episodes
• Cross-lingual Transfer — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Semantic Understanding — 1× in this paper · explained in 2 episodes
• Transfer Learning — 1× in this paper · explained in 10 episodes
• Unified Framework — 1× in this paper · explained in 5 episodes

Sources

• VoiceBench: Benchmarking LLM-Based Voice Assistants
• Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models
• FLEURS: Few-shot Learning Evaluation of Universal Representations of Speech
• MiniCPM-o 4.5: Towards Real-Time Full-Duplex Omni-Modal Interaction
• MMAU-Pro: A Challenging and Comprehensive Benchmark for Holistic Evaluation of Audio General Intelligence
• Spoken SQuAD: A Study of Mitigating the Impact of Speech Recognition Errors on Listening Comprehension
• Baichuan-Audio: A Unified Framework for End-to-End Speech Interaction
• Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
• Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models
• HyperCLOVA X 8B Omni
• A Survey on LLM-as-a-Judge
• Qwen3-TTS Technical Report
• Step-Audio: Unified Understanding and Generation in Intelligent Speech Interaction
• CVSS Corpus and Massively Multilingual Speech-to-Speech Translation
• Kimi-Audio Technical Report
• AudioPaLM: A Large Language Model That Can Speak and Listen
• MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark
• RNN Approaches to Text Normalization: A Challenge
• SALMONN: Towards Generic Hearing Abilities for Large Language Models
• InteractiveOmni: A Unified Omni-modal Model for Audio-Visual Multi-turn Dialogue

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