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Ant Group’s inclusionAI has open-sourced the Ming-3.0-tts speech synthesis model, which ranked first overall in pronunciation robustness with a score of 93.2% on Artificial Analysis’s October leaderboard and first among open-source models for voice controllability. It supports voice cloning, control through natural-language instructions, 14 paralinguistic tags, and speech synthesis across multiple dialects and languages, including Sichuanese and Cantonese.
该论文提出将 TopK 稀疏自编码器与路由特定监督和跨因子对抗训练结合,在冻结的 SPEAR 和 WavLM 语音编码器上分离语言学与副语言学信息,展示跨编码器、语料库和干预实验一致的路由选择性分离效果。
This preprint introduces a generation-aligned diagnostic ladder that separates decision-rule misalignment from readout-coverage limitations in speech language models, showing that state decoding far exceeds generated accuracy in emotion recognition tasks.
This paper introduces MERaLiON-GR, a speech gender recognition model for English and Southeast Asian languages, fine-tuned from MERaLiON-SpeechEncoder-2 with LoRA and an ECAPA-TDNN head, achieving state-of-the-art performance across multilingual benchmarks.