论文解读
把纠缠的副语言风格拆开学：ParaMETA 的共享空间与任务子空间分工
针对情感、性别、年龄、语言等多副语言任务互相干扰的问题，ParaMETA 用共享 META 正则加任务独立子空间与原型对齐同时做分类与可控合成，最强证据是 LSTM 等骨干上 12/16 个骨干-任务组合最优与性别操控 100% 准确，代价是 META 正则增益不稳定且语言操控几乎无效。
语音属性识别
论文解读
长录音多维标注如何不推倒重来：以字段级复核做局部修复
针对长录音中说话人、韵律、情感与场景需联合标注的问题，论文用全开源的前端加先验加三智能体加有界复核流程组织标注，并在 8.87 小时九类中文主基准上以时间线与固定时间线两套条件报告了可复述的误差与消融代价。
论文解读
固定音色查不出偏置：语音到语音模型跟内容误判说话人性别
该研究用男声女声交叉朗读男性刻板、中性、女性刻板长文本检验五款英西汉语音到语音模型，报告输出声音无可靠漂移但说出的性别判断全部跟随内容，错配时集中误判而固定音色审计看不见该偏差。
论文解读
Self-Supervised Speech Representations Track Spoken Language Convergence to Adult Models in Infants and Children Who Are Deaf/Hard-of-Hearing
语音属性识别 | 9.7/10
论文解读
Separating Voice from Age in COPD Screening
语音属性识别 | 7.2/10
论文解读
Evaluating Pre-trained Speech Encoders for Spontaneous Speech Detection and Out of Domain Synthetic Speech Generalisation in Indic Languages
语音伪造检测 | 6.0/10
论文解读
Motor, Cognitive, or Corpus? What Survives Cross-Lingual Transfer in Speech-Based Parkinsons Disease Detection
语音属性识别 | 6.1/10
论文解读
Structured Phonological Representations for Audio-Articulatory rtMRI Speech Classification
语音属性识别 | 6.5/10
论文解读
ECHO: A Locally-Deployable Agentic Health Assistant with Temporal Memory, Safety Guardrails, and Speech Assessment
语音属性识别 | 5.5/10
论文解读
The interface of intonation and lexical tone: Boundary phenomena in Mandarin varieties
语音属性识别 | 5.6/10
论文解读
MERaLiON-GR: Speech Gender Recognition Model for English and SEA Languages
语音属性识别 | 7.5/10
论文解读
Discriminative Axis, Not Data Volume: What a Contrastive Corpus Teaches an Audio Embedding
语音属性识别 | 6.9/10
论文解读
The Learning Objective Governs Perceptual Narrowing: A Cross-Lingual, Layer-Wise, Ten-Seed Study of Self-Supervised Speech Encoders
语音属性识别 | 7.0/10
论文解读
Correlation between prosody and pragmatics: A case study of the discourse marker hālā `now' in Persian
语音属性识别 | 4.4/10
论文解读
Depression Markers in Speech: An Approach based on Tract Variables Dynamics
语音属性识别 | 5.1/10
论文解读
Multi-Phonation Graph Learning with Self-Supervised Speech Embeddings for ALS Detection and Progression Prediction
语音属性识别 | 5.5/10
论文解读
Disentangling Acoustic Cues in Alzheimer's Pathology and Perception: The Roles of Language and Gender
语音属性识别 | 5.4/10
论文解读
Improving Zero-Shot Phonetic Classification through Language-Agnostic Articulatory Features
语音属性识别 | 5.3/10
论文解读
StanceBench: A Benchmark for Audio LLM-Based Interpersonal Stance Evaluation from Speech
语音属性识别 | 8.6/10
论文解读
Word meaning co-determines vowel-inherent spectral change. A corpus-based investigation of conversational Mandarin
语音属性识别 | 5.9/10