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Posts tagged #audiocaptioning

Mamba-2 Advances Audio Captioning via Design Space Exploration

Mamba-2 Advances Audio Captioning via Design Space Exploration

Mamba-2, a state‑space language model, achieves audio captioning with fewer parameters than larger transformer LLMs, using LoRA fine‑tuning and connectors. Read more: getnews.me/mamba-2-advances-audio-c... #mamba2 #audiocaptioning #statespacemodel

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Audio Captioning Aligned with Human Preferences via RLHF

Audio Captioning Aligned with Human Preferences via RLHF

Researchers introduced an audio captioning framework that combines RLHF with a CLAP‑based reward model, and human evaluations show its captions are preferred over baseline systems. Read more: getnews.me/audio-captioning-aligned... #audiocaptioning #rlhf #clap

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Zero‑Shot Audio Captioning Boosted by MAGIC Keyword Prompts and CLIP

Zero‑Shot Audio Captioning Boosted by MAGIC Keyword Prompts and CLIP

Zero‑shot audio captioning using audio‑CLIP and an LLM achieved a 35% gain, with the NLG mean score on WavCaps rising from 4.7 to 7.3 via the MAGIC keyword prompt. Read more: getnews.me/zero-shot-audio-captioni... #audiocaptioning #magic

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