Cover Image

Reasoning Beyond Majority Vote: An Explainable SpeechLM Framework for Speech Emotion Recognition

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Su, Bo-Hao, Shih, Hui-Ying, Tian, Jinchuan, Shi, Jiatong, Lee, Chi-Chun, Busso, Carlos, Watanabe, Shinji
Format:	Preprint
Published:	2025
Subjects:	Audio and Speech Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

ESPnet-SpeechLM: An Open Speech Language Model Toolkit
by: Tian, Jinchuan, et al.
Published: (2025)

Do Neural Codecs Generalize? A Controlled Study Across Unseen Languages and Non-Speech Tasks
by: Wang, Shih-Heng, et al.
Published: (2026)

Balancing Speech Understanding and Generation Using Continual Pre-training for Codec-based Speech LLM
by: Shi, Jiatong, et al.
Published: (2025)

PURE Codec: Progressive Unfolding of Residual Entropy for Speech Codec Learning
by: Shi, Jiatong, et al.
Published: (2025)

Fusion of Discrete Representations and Self-Augmented Representations for Multilingual Automatic Speech Recognition
by: Wang, Shih-heng, et al.
Published: (2024)

Joint Learning using Mixture-of-Expert-Based Representation for Speech Enhancement and Robust Emotion Recognition
by: Tzeng, Jing-Tong, et al.
Published: (2025)

A Layer-Anchoring Strategy for Enhancing Cross-Lingual Speech Emotion Recognition
by: Upadhyay, Shreya G., et al.
Published: (2024)

OpusLM: A Family of Open Unified Speech Language Models
by: Tian, Jinchuan, et al.
Published: (2025)

Evaluating Self-Supervised Speech Models via Text-Based LLMS
by: Maekaku, Takashi, et al.
Published: (2025)

ARECHO: Autoregressive Evaluation via Chain-Based Hypothesis Optimization for Speech Multi-Metric Estimation
by: Shi, Jiatong, et al.
Published: (2025)

Uni-VERSA: Versatile Speech Assessment with a Unified Network
by: Shi, Jiatong, et al.
Published: (2025)

Mouth Articulation-Based Anchoring for Improved Cross-Corpus Speech Emotion Recognition
by: Upadhyay, Shreya G., et al.
Published: (2024)

The Interspeech 2024 Challenge on Speech Processing Using Discrete Units
by: Chang, Xuankai, et al.
Published: (2024)

Lessons Learnt: Revisit Key Training Strategies for Effective Speech Emotion Recognition in the Wild
by: Tzeng, Jing-Tong, et al.
Published: (2025)

Revisiting Modeling and Evaluation Approaches in Speech Emotion Recognition: Considering Subjectivity of Annotators and Ambiguity of Emotions
by: Chou, Huang-Cheng, et al.
Published: (2025)

BSCodec: A Band-Split Neural Codec for High-Quality Universal Audio Reconstruction
by: Wang, Haoran, et al.
Published: (2025)

Adapting WavLM for Speech Emotion Recognition
by: Diatlova, Daria, et al.
Published: (2024)

ASR for Affective Speech: Investigating Impact of Emotion and Speech Generative Strategy
by: Wu, Ya-Tse, et al.
Published: (2026)

On the Effects of Heterogeneous Data Sources on Speech-to-Text Foundation Models
by: Tian, Jinchuan, et al.
Published: (2024)

End-to-End Speech Recognition with Pre-trained Masked Language Model
by: Higuchi, Yosuke, et al.
Published: (2024)

OWLS: Scaling Laws for Multilingual Speech Recognition and Translation Models
by: Chen, William, et al.
Published: (2025)

Aligning Speech to Languages to Enhance Code-switching Speech Recognition
by: Liu, Hexin, et al.
Published: (2024)

Neural Blind Source Separation and Diarization for Distant Speech Recognition
by: Bando, Yoshiaki, et al.
Published: (2024)

ML-SUPERB 2.0: Benchmarking Multilingual Speech Models Across Modeling Constraints, Languages, and Datasets
by: Shi, Jiatong, et al.
Published: (2024)

Chain-of-Thought Reasoning in Streaming Full-Duplex End-to-End Spoken Dialogue Systems
by: Arora, Siddhant, et al.
Published: (2025)

MMM: Multi-Layer Multi-Residual Multi-Stream Discrete Speech Representation from Self-supervised Learning Model
by: Shi, Jiatong, et al.
Published: (2024)

Improving Speech Enhancement with Multi-Metric Supervision from Learned Quality Assessment
by: Wang, Wei, et al.
Published: (2025)

Revealing Emotional Clusters in Speaker Embeddings: A Contrastive Learning Strategy for Speech Emotion Recognition
by: Ulgen, Ismail Rasim, et al.
Published: (2024)

EMO-SUPERB: An In-depth Look at Speech Emotion Recognition
by: Wu, Haibin, et al.
Published: (2024)

Emo-bias: A Large Scale Evaluation of Social Bias on Speech Emotion Recognition
by: Lin, Yi-Cheng, et al.
Published: (2024)

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

Towards Robust Speech Representation Learning for Thousands of Languages
by: Chen, William, et al.
Published: (2024)

Context-Driven Dynamic Pruning for Large Speech Foundation Models
by: Someki, Masao, et al.
Published: (2025)

Investigation of Speech and Noise Latent Representations in Single-channel VAE-based Speech Enhancement
by: Li, Jiatong, et al.
Published: (2025)

Multi-blank Transducers for Speech Recognition
by: Xu, Hainan, et al.
Published: (2022)

Acoustic modeling for Overlapping Speech Recognition: JHU Chime-5 Challenge System
by: Manohar, Vimal, et al.
Published: (2024)

OWSM-CTC: An Open Encoder-Only Speech Foundation Model for Speech Recognition, Translation, and Language Identification
by: Peng, Yifan, et al.
Published: (2024)

OWSM v3.1: Better and Faster Open Whisper-Style Speech Models based on E-Branchformer
by: Peng, Yifan, et al.
Published: (2024)

Decoder-only Architecture for Speech Recognition with CTC Prompts and Text Data Augmentation
by: Tsunoo, Emiru, et al.
Published: (2023)

Decoder-only Architecture for Streaming End-to-end Speech Recognition
by: Tsunoo, Emiru, et al.
Published: (2024)