audio-aware language models 1benchmark creation 1instruction following 1preference optimization 1temporal ordering 1text-to-audio synthesis 1
From the 1 of 2 linked papers with an AI index.
2 papers
eess.AS2026
Improving Text-to-Audio Instruction Following via Fine-Grained Feedback from Audio-Aware Large Language Models
Chun-Yi Kuan, Siwon Kim, Byeonggeun Kim +8
The paper proposes using audio-aware large language models to give fine‑grained feedback on text‑to‑audio generation, improving how well the generated audio follows multi‑event and…
cs.SD2026
Fast Text-to-Audio Generation with One-Step Sampling via Energy-Scoring and Auxiliary Contextual Representation Distillation
Kuan-Po Huang, Bo-Ru Lu, Byeonggeun Kim +8
Autoregressive (AR) models with diffusion heads have recently achieved strong text-to-audio performance, yet their iterative decoding and multi-step sampling process introduce high…