Cover Image

As Biased as You Measure: Methodological Pitfalls of Bias Evaluations in Speaker Verification Research

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Hutiri, Wiebke, Patel, Tanvina, Ding, Aaron Yi, Scharenborg, Odette
Format:	Preprint
Published:	2024
Subjects:	Audio and Speech Processing Computers and Society
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

How to Evaluate Automatic Speech Recognition: Comparing Different Performance and Bias Measures
by: Patel, Tanvina, et al.
Published: (2025)

Improving Whispered Speech Recognition Performance using Pseudo-whispered based Data Augmentation
by: Lin, Zhaofeng, et al.
Published: (2023)

Improving child speech recognition with augmented child-like speech
by: Zhang, Yuanyuan, et al.
Published: (2024)

Objective and Subjective Evaluation of Diffusion-Based Speech Enhancement for Dysarthric Speech
by: de Groot, Dimme, et al.
Published: (2025)

Not My Voice! A Taxonomy of Ethical and Safety Harms of Speech Generators
by: Hutiri, Wiebke, et al.
Published: (2024)

TEDI: Trustworthy and Ethical Dataset Indicators to Analyze and Compare Dataset Documentation
by: Hutiri, Wiebke, et al.
Published: (2025)

A Semi-spontaneous Dutch Speech Dataset for Speech Enhancement and Speech Recognition
by: de Groot, Dimme, et al.
Published: (2026)

Loudspeaker Beamforming to Enhance Speech Recognition Performance of Voice Driven Applications
by: de Groot, Dimme, et al.
Published: (2025)

Spoken Stereoset: On Evaluating Social Bias Toward Speaker in Speech Large Language Models
by: Lin, Yi-Cheng, et al.
Published: (2024)

Self-supervised Speech Representations Still Struggle with African American Vernacular English
by: Chang, Kalvin, et al.
Published: (2024)

Listen and Speak Fairly: A Study on Semantic Gender Bias in Speech Integrated Large Language Models
by: Lin, Yi-Cheng, et al.
Published: (2024)

Robust CAPTCHA Using Audio Illusions in the Era of Large Language Models: from Evaluation to Advances
by: Ding, Ziqi, et al.
Published: (2026)

Golden Gemini is All You Need: Finding the Sweet Spots for Speaker Verification
by: Liu, Tianchi, et al.
Published: (2023)

Lost in Transcription: Identifying and Quantifying the Accuracy Biases of Automatic Speech Recognition Systems Against Disfluent Speech
by: Mujtaba, Dena, et al.
Published: (2024)

Flexible Multi-Channel Target Speaker Extraction Using Geometry-Conditioned Spatially Selective Non-linear Filters
by: Li, Jiatong, et al.
Published: (2026)

Addressing Pitfalls in Auditing Practices of Automatic Speech Recognition Technologies: A Case Study of People with Aphasia
by: Mei, Katelyn Xiaoying, et al.
Published: (2025)

Adversarial Reweighting for Speaker Verification Fairness
by: Jin, Minho, et al.
Published: (2022)

PhiNet: Speaker Verification with Phonetic Interpretability
by: Ma, Yi, et al.
Published: (2026)

Automatic Speech Recognition Biases in Newcastle English: an Error Analysis
by: Serditova, Dana, et al.
Published: (2025)

Joint Optimization of Speaker and Spoof Detectors for Spoofing-Robust Automatic Speaker Verification
by: Kurnaz, Oğuzhan, et al.
Published: (2025)

An Age-Agnostic System for Robust Speaker Verification
by: Zheng, Jiusi, et al.
Published: (2025)

Learning Emotion-Invariant Speaker Representations for Speaker Verification
by: Tian, Jingguang, et al.
Published: (2025)

Optimizing a-DCF for Spoofing-Robust Speaker Verification
by: Kurnaz, Oğuzhan, et al.
Published: (2024)

Trainable Adaptive Score Normalization for Automatic Speaker Verification
by: Choi, Jeong-Hwan, et al.
Published: (2025)

Bayesian Learning for Domain-Invariant Speaker Verification and Anti-Spoofing
by: Li, Jin, et al.
Published: (2025)

Mitigating Non-Target Speaker Bias in Guided Speaker Embedding
by: Horiguchi, Shota, et al.
Published: (2025)

A Comparison of Differential Performance Metrics for the Evaluation of Automatic Speaker Verification Fairness
by: Chouchane, Oubaida, et al.
Published: (2024)

Emphasized Non-Target Speaker Knowledge in Knowledge Distillation for Automatic Speaker Verification
by: Truong, Duc-Tuan, et al.
Published: (2023)

3D-Speaker-Toolkit: An Open-Source Toolkit for Multimodal Speaker Verification and Diarization
by: Chen, Yafeng, et al.
Published: (2024)

Language-Invariant Multilingual Speaker Verification for the TidyVoice 2026 Challenge
by: Li, Ze, et al.
Published: (2026)

Effective Modeling of Critical Contextual Information for TDNN-based Speaker Verification
by: Weng, Shilong, et al.
Published: (2025)

Phonetic Richness for Improved Automatic Speaker Verification
by: Klein, Nicholas, et al.
Published: (2024)

Diffusion-Based Adversarial Purification for Speaker Verification
by: Bai, Yibo, et al.
Published: (2023)

kNN For Whisper And Its Effect On Bias And Speaker Adaptation
by: Nachesa, Maya K., et al.
Published: (2024)

PadAug: Robust Speaker Verification with Simple Waveform-Level Silence Padding
by: Huang, Zijun, et al.
Published: (2025)

Investigating the Potential of Multi-Stage Score Fusion in Spoofing-Aware Speaker Verification
by: Kurnaz, Oguzhan, et al.
Published: (2025)

Short-Segment Speaker Verification with Pre-trained Models and Multi-Resolution Encoder
by: Myoung, Jisoo, et al.
Published: (2025)

Asymmetric Clean Segments-Guided Self-Supervised Learning for Robust Speaker Verification
by: Gan, Chong-Xin, et al.
Published: (2023)

Analysis of Speech Temporal Dynamics in the Context of Speaker Verification and Voice Anonymization
by: Tomashenko, Natalia, et al.
Published: (2024)

MASV: Speaker Verification with Global and Local Context Mamba
by: Liu, Yang, et al.
Published: (2024)