Author

Jian Liu

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Preprint Oct 2026

Cross-Lingual Speaker Verification with Self-Supervised Pre-Trained Models

Speaker verification (SV) performance degrades under language mismatch due to the entanglement of speaker identity with language-specific acoustic cues. To address this problem, we leverage large-scale self-supervised pre-trained models (PTMs) to learn language-agnostic speaker representations. We utilize PTMs as robus...

Jing-Han Peng, Yu Zheng, Wei-Qiang Wang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

MECT: Mixture of Experts with CNN-Transformer Network for Speaker verification

MECT, a speaker verification model that integrates the Mixture-of-Experts (MoE) mechanism into a CNN-Transformer backbone with optimized block structure and stacking scheme, achieves state-of-the-art performance on VoxCeleb1 and delivers strong results on CN-Celeb, demonstrating its effectiveness across diverse dataset...

Yu Zheng, Jinghan Peng, Chang-Hao Zhang et al. · 0 citations

Review Jul 2026

Summary of DCASE 2026 Task 5: Audio-Dependent Question Answering

DCASE~2026 Task~5 introduces Audio-Dependent Question Answering (ADQA), which tests whether large audio-language models answer from the audio rather than from textual priors. An Audio-Dependency Filtering (ADF) pipeline combines silent-audio probing, per-option perplexity, a large language model (LLM) commonsense check...

Haolin He, Renhe Sun, Zheqi Dai et al. · 1 citation