SeaLLMs-Audio: Large Audio-Language Models for Southeast Asia
About
We introduce SeaLLMs-Audio, the first large audio-language model (LALM) tailored for multiple Southeast Asian (SEA) languages-Indonesian (id), Thai (th), and Vietnamese (vi)-alongside English (en) and Chinese (zh). Trained on a large-scale audio corpus, SeaLLMs-Audio exhibits strong performance across diverse audio-centric tasks, spanning fine-grained audio understanding and voice-based interaction. Its key features include: 1) Multilingual: the model primarily supports 5 languages, namely Indonesian, Thai, Vietnamese, English, and Chinese; 2) Multimodal: the model accepts flexible input modalities, including audio only, text only, as well as audio with text; 3) Multi-task: the model supports a wide range of tasks, including audio analysis tasks such as Audio Captioning, Automatic Speech Recognition, Speech-to-Text Translation, Speech Emotion Recognition, Speech Question Answering, and Speech Summarization. It also enables voice-based dialogue, including answering factual, mathematical, and general knowledge queries. As a significant step towards advancing audio LLMs in Southeast Asia, we expect SeaLLMs-Audio to benefit both the regional research community and industry. To automate LALM evaluation for Southeast Asia, we introduce SeaBench-Audio, a benchmark spanning multiple tasks. Experiments show that SeaLLMs-Audio achieves competitive performance compared with other LALMs on SEA languages.
Related benchmarks
| Task | Dataset | Result | Rank | |
|---|---|---|---|---|
| Automatic Speech Recognition | AISHELL-1 | CER9.65 | 50 | |
| Automatic Speech Recognition | LibriSpeech | WER0.9474 | 24 | |
| Automatic Speech Recognition | fleurs Tamil | WER105.3 | 17 | |
| Audio CAPTCHA Bypass | Geetest Audio CAPTCHA | Bypass Rate100 | 10 | |
| Audio CAPTCHA Bypass | ILLUSIONAUDIO | Bypass Rate0.00e+0 | 10 | |
| Audio CAPTCHA Bypass | Google Audio CAPTCHA | Bypass Rate80 | 10 | |
| Audio CAPTCHA Bypass | MTCaptcha Audio CAPTCHA | Bypass Rate16.66 | 10 | |
| Audio CAPTCHA Bypass | Math Audio CAPTCHA | Bypass Rate10 | 10 | |
| Close-ended Spoken Question Answering | Audio-MLQA | Score (EN)3.74 | 10 | |
| Open-ended instruction following | AlpacaEval Audio | EN Score3.93 | 10 |