Cover Image

Do LLM Decoders Listen Fairly? Benchmarking How Language Model Priors Shape Bias in Speech Recognition

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ginjala, Srishti, Fosler-Lussier, Eric, Myers, Christopher W., Parthasarathy, Srinivasan
Format:	Preprint
Published:	2026
Subjects:	Computation and Language Artificial Intelligence Sound
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Improving Speech Recognition Error Prediction for Modern and Off-the-shelf Speech Recognizers
by: Serai, Prashant, et al.
Published: (2024)

End-to-End Diarization utilizing Attractor Deep Clustering
by: Palzer, David, et al.
Published: (2025)

Improving Neural Diarization through Speaker Attribute Attractors and Local Dependency Modeling
by: Palzer, David, et al.
Published: (2025)

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

Listening or Reading? Evaluating Speech Awareness in Chain-of-Thought Speech-to-Text Translation
by: Romero-Díaz, Jacobo, et al.
Published: (2025)

Benchmarking Automatic Speech Recognition Models for African Languages
by: Nahabwe, Alvin, et al.
Published: (2025)

Do Bias Benchmarks Generalise? Evidence from Voice-based Evaluation of Gender Bias in SpeechLLMs
by: Satish, Shree Harsha Bokkahalli, et al.
Published: (2025)

Zipper-LoRA: Dynamic Parameter Decoupling for Speech-LLM based Multilingual Speech Recognition
by: Mei, Yuxiang, et al.
Published: (2026)

The Faetar Benchmark: Speech Recognition in a Very Under-Resourced Language
by: Ong, Michael, et al.
Published: (2024)

Toward Fairness in Speech Recognition: Discovery and mitigation of performance disparities
by: Dheram, Pranav, et al.
Published: (2022)

AfriVox-v2: A Domain-Verticalized Benchmark for In-the-Wild African Speech Recognition
by: Awobade, Busayo, et al.
Published: (2026)

Towards Orthographically-Informed Evaluation of Speech Recognition Systems for Indian Languages
by: Bhogale, Kaushal Santosh, et al.
Published: (2026)

Uni-ASR: Unified LLM-Based Architecture for Non-Streaming and Streaming Automatic Speech Recognition
by: Xia, Yinfeng, et al.
Published: (2026)

Benchmarking Automatic Speech Recognition for Indian Languages in Agricultural Contexts
by: S, Chandrashekar M, et al.
Published: (2026)

Benchmarking Japanese Speech Recognition on ASR-LLM Setups with Multi-Pass Augmented Generative Error Correction
by: Ko, Yuka, et al.
Published: (2024)

BlasBench: An Open Benchmark for Irish Speech Recognition
by: Raj, Jyoutir, et al.
Published: (2026)

Bias in the Ear of the Listener: Assessing Sensitivity in Audio Language Models Across Linguistic, Demographic, and Positional Variations
by: Wei, Sheng-Lun, et al.
Published: (2026)

MultiMed: Multilingual Medical Speech Recognition via Attention Encoder Decoder
by: Le-Duc, Khai, et al.
Published: (2024)

Contextual Earnings-22: A Speech Recognition Benchmark with Custom Vocabulary in the Wild
by: Durmus, Berkin, et al.
Published: (2026)

Cocktail-Party Audio-Visual Speech Recognition
by: Nguyen, Thai-Binh, et al.
Published: (2025)

Listen Again and Choose the Right Answer: A New Paradigm for Automatic Speech Recognition with Large Language Models
by: Hu, Yuchen, et al.
Published: (2024)

Contextualized Automatic Speech Recognition with Attention-Based Bias Phrase Boosted Beam Search
by: Sudo, Yui, et al.
Published: (2024)

Speech Robust Bench: A Robustness Benchmark For Speech Recognition
by: Shah, Muhammad A., et al.
Published: (2024)

Efficient Streaming LLM for Speech Recognition
by: Jia, Junteng, et al.
Published: (2024)

ERM-MinMaxGAP: Benchmarking and Mitigating Gender Bias in Multilingual Multimodal Speech-LLM Emotion Recognition
by: Pang, Zi Haur, et al.
Published: (2026)

BERSting at the Screams: A Benchmark for Distanced, Emotional and Shouted Speech Recognition
by: Tuttösí, Paige, et al.
Published: (2025)

ASR-FAIRBENCH: Measuring and Benchmarking Equity Across Speech Recognition Systems
by: Rai, Anand, et al.
Published: (2025)

ContextASR-Bench: A Massive Contextual Speech Recognition Benchmark
by: Wang, He, et al.
Published: (2025)

Joint Optimization of Streaming and Non-Streaming Automatic Speech Recognition with Multi-Decoder and Knowledge Distillation
by: Shakeel, Muhammad, et al.
Published: (2024)

SC-SOT: Conditioning the Decoder on Diarized Speaker Information for End-to-End Overlapped Speech Recognition
by: Hirano, Yuta, et al.
Published: (2025)

How Auditory Knowledge in LLM Backbones Shapes Audio Language Models: A Holistic Evaluation
by: Lu, Ke-Han, et al.
Published: (2026)

Generating Data with Text-to-Speech and Large-Language Models for Conversational Speech Recognition
by: Cornell, Samuele, et al.
Published: (2024)

VoxEmo: Benchmarking Speech Emotion Recognition with Speech LLMs
by: Zhang, Hezhao, et al.
Published: (2026)

Automatic Speech Recognition for Biomedical Data in Bengali Language
by: Kabir, Shariar, et al.
Published: (2024)

PRiSM: Benchmarking Phone Realization in Speech Models
by: Bharadwaj, Shikhar, et al.
Published: (2026)

MLLM-based Speech Recognition: When and How is Multimodality Beneficial?
by: Guan, Yiwen, et al.
Published: (2025)

A Unified Speech LLM for Diarization and Speech Recognition in Multilingual Conversations
by: Saengthong, Phurich, et al.
Published: (2025)

Investigating Decoder-only Large Language Models for Speech-to-text Translation
by: Huang, Chao-Wei, et al.
Published: (2024)

SMILE: Speech Meta In-Context Learning for Low-Resource Language Automatic Speech Recognition
by: Hsu, Ming-Hao, et al.
Published: (2024)

AIx Speed: Playback Speed Optimization Using Listening Comprehension of Speech Recognition Models
by: Kawamura, Kazuki, et al.
Published: (2024)