When Text Misleads: Inconsistent-Aware Reasoning for Audio-Grounded Dialogue

arXiv:2608.27176 · cs.CL, cs.AI, cs.LG, eess.AS · Submitted 2026-08-27 · Read on arXiv

cs.CL, cs.AI, cs.LG, eess.AS

Submitted: 2026-08-27

Updated: 2026-09-05

Comments: 24 pages, 4 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 31× in this paper · explained in 1 episode
• Grounding — 31× in this paper · explained in 3 episodes
• Benchmark — 28× in this paper · explained in 2 episodes
• Verification — 17× in this paper · explained in 2 episodes
• Trace — 11× in this paper · explained in 2 episodes
• Alignment — 8× in this paper · explained in 1 episode
• Multimodal Reasoning — 6× in this paper · explained in 5 episodes
• Aggregation — 3× in this paper · explained in 1 episode
• Failure Modes — 3× in this paper · explained in 3 episodes
• Digital Twin — 2× in this paper · explained in 5 episodes
• Frustration — 2× in this paper · explained in 2 episodes
• Multimodal Fusion — 2× in this paper · explained in 3 episodes
• Agentic Reasoning — 1× in this paper · explained in 1 episode
• Agentic System — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Multimodal Inputs — 1× in this paper · explained in 2 episodes
• Multimodal Learning — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Visual Grounding — 1× in this paper · explained in 2 episodes

Sources

• Seamless Interaction: Dyadic Audiovisual Motion Modeling and Large-Scale Dataset
• Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models
• Vox-Profile: A Speech Foundation Model Benchmark for Characterizing Diverse Speaker and Speech Traits

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