Roadmap towards Superhuman Speech Understanding using Large Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Bu, Fan, Zhang, Yuhao, Wang, Xidong, Wang, Benyou, Liu, Qun, Li, Haizhou |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
S2S-Arena: Evaluating Paralinguistic Instruction Following in Speech-to-Speech Models
by: Jiang, Feng, et al.
Published: (2025)
by: Jiang, Feng, et al.
Published: (2025)
Leveraging Unit Language Guidance to Advance Speech Modeling in Textless Speech-to-Speech Translation
by: Zhang, Yuhao, et al.
Published: (2025)
by: Zhang, Yuhao, et al.
Published: (2025)
EmoShift: Lightweight Activation Steering for Enhanced Emotion-Aware Speech Synthesis
by: Zhou, Li, et al.
Published: (2026)
by: Zhou, Li, et al.
Published: (2026)
SPBA: Utilizing Speech Large Language Model for Backdoor Attacks on Speech Classification Models
by: Yao, Wenhan, et al.
Published: (2025)
by: Yao, Wenhan, et al.
Published: (2025)
KoALa-Bench: Evaluating Large Audio Language Models on Korean Speech Understanding and Faithfulness
by: Kim, Jinyoung, et al.
Published: (2026)
by: Kim, Jinyoung, et al.
Published: (2026)
Dual Information Speech Language Models for Emotional Conversations
by: Wang, Chun, et al.
Published: (2025)
by: Wang, Chun, et al.
Published: (2025)
Large Language Model Can Transcribe Speech in Multi-Talker Scenarios with Versatile Instructions
by: Meng, Lingwei, et al.
Published: (2024)
by: Meng, Lingwei, et al.
Published: (2024)
WavLLM: Towards Robust and Adaptive Speech Large Language Model
by: Hu, Shujie, et al.
Published: (2024)
by: Hu, Shujie, et al.
Published: (2024)
VocalNet: Speech LLM with Multi-Token Prediction for Faster and High-Quality Generation
by: Wang, Yuhao, et al.
Published: (2025)
by: Wang, Yuhao, et al.
Published: (2025)
OpenS2S: Advancing Fully Open-Source End-to-End Empathetic Large Speech Language Model
by: Wang, Chen, et al.
Published: (2025)
by: Wang, Chen, et al.
Published: (2025)
Towards Emotionally Consistent Text-Based Speech Editing: Introducing EmoCorrector and The ECD-TSE Dataset
by: Liu, Rui, et al.
Published: (2025)
by: Liu, Rui, et al.
Published: (2025)
Serialized Output Prompting for Large Language Model-based Multi-Talker Speech Recognition
by: Shi, Hao, et al.
Published: (2025)
by: Shi, Hao, et al.
Published: (2025)
Autoregressive Diffusion Transformer for Text-to-Speech Synthesis
by: Liu, Zhijun, et al.
Published: (2024)
by: Liu, Zhijun, et al.
Published: (2024)
Device-Directed Speech Detection for Follow-up Conversations Using Large Language Models
by: Ognjen, et al.
Published: (2024)
by: Ognjen, et al.
Published: (2024)
QualiSpeech: A Speech Quality Assessment Dataset with Natural Language Reasoning and Descriptions
by: Wang, Siyin, et al.
Published: (2025)
by: Wang, Siyin, et al.
Published: (2025)
Benchmarking Open-ended Audio Dialogue Understanding for Large Audio-Language Models
by: Gao, Kuofeng, et al.
Published: (2024)
by: Gao, Kuofeng, et al.
Published: (2024)
Extending Audio Context for Long-Form Understanding in Large Audio-Language Models
by: Chaichana, Yuatyong, et al.
Published: (2025)
by: Chaichana, Yuatyong, et al.
Published: (2025)
MUGEN: Evaluating and Improving Multi-audio Understanding of Large Audio-Language Models
by: Yang, Chih-Kai, et al.
Published: (2026)
by: Yang, Chih-Kai, et al.
Published: (2026)
SeamlessExpressiveLM: Speech Language Model for Expressive Speech-to-Speech Translation with Chain-of-Thought
by: Gong, Hongyu, et al.
Published: (2024)
by: Gong, Hongyu, et al.
Published: (2024)
Weak Supervision Techniques towards Enhanced ASR Models in Industry-level CRM Systems
by: Wang, Zhongsheng, et al.
Published: (2025)
by: Wang, Zhongsheng, et al.
Published: (2025)
Get Large Language Models Ready to Speak: A Late-fusion Approach for Speech Generation
by: Shen, Maohao, et al.
Published: (2024)
by: Shen, Maohao, et al.
Published: (2024)
SALMONN-omni: A Codec-free LLM for Full-duplex Speech Understanding and Generation
by: Yu, Wenyi, et al.
Published: (2024)
by: Yu, Wenyi, et al.
Published: (2024)
Tiny-Align: Bridging Automatic Speech Recognition and Large Language Model on the Edge
by: Qin, Ruiyang, et al.
Published: (2024)
by: Qin, Ruiyang, et al.
Published: (2024)
Advancing Speech Understanding in Speech-Aware Language Models with GRPO
by: Elmakies, Avishai, et al.
Published: (2025)
by: Elmakies, Avishai, et al.
Published: (2025)
Nes2Net: A Lightweight Nested Architecture for Foundation Model Driven Speech Anti-spoofing
by: Liu, Tianchi, et al.
Published: (2025)
by: Liu, Tianchi, et al.
Published: (2025)
GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities
by: Ghosh, Sreyan, et al.
Published: (2024)
by: Ghosh, Sreyan, et al.
Published: (2024)
SpeechIQ: Speech-Agentic Intelligence Quotient Across Cognitive Levels in Voice Understanding by Large Language Models
by: Wan, Zhen, et al.
Published: (2025)
by: Wan, Zhen, et al.
Published: (2025)
Beyond Single-Audio: Advancing Multi-Audio Processing in Audio Large Language Models
by: Chen, Yiming, et al.
Published: (2024)
by: Chen, Yiming, et al.
Published: (2024)
Listening and Seeing Again: Generative Error Correction for Audio-Visual Speech Recognition
by: Liu, Rui, et al.
Published: (2025)
by: Liu, Rui, et al.
Published: (2025)
Towards Quantifying and Reducing Language Mismatch Effects in Cross-Lingual Speech Anti-Spoofing
by: Liu, Tianchi, et al.
Published: (2024)
by: Liu, Tianchi, et al.
Published: (2024)
TransVIP: Speech to Speech Translation System with Voice and Isochrony Preservation
by: Le, Chenyang, et al.
Published: (2024)
by: Le, Chenyang, et al.
Published: (2024)
ParaSpeechCLAP: A Dual-Encoder Speech-Text Model for Rich Stylistic Language-Audio Pretraining
by: Diwan, Anuj, et al.
Published: (2026)
by: Diwan, Anuj, et al.
Published: (2026)
MOSEL: 950,000 Hours of Speech Data for Open-Source Speech Foundation Model Training on EU Languages
by: Gaido, Marco, et al.
Published: (2024)
by: Gaido, Marco, et al.
Published: (2024)
PersonaTAB: Predicting Personality Traits using Textual, Acoustic, and Behavioral Cues in Fully-Duplex Speech Dialogs
by: Inoue, Sho, et al.
Published: (2025)
by: Inoue, Sho, et al.
Published: (2025)
AudioTrust: Benchmarking the Multifaceted Trustworthiness of Audio Large Language Models
by: Li, Kai, et al.
Published: (2025)
by: Li, Kai, et al.
Published: (2025)
Exploring Speech Pattern Disorders in Autism using Machine Learning
by: Hu, Chuanbo, et al.
Published: (2024)
by: Hu, Chuanbo, et al.
Published: (2024)
FMSD-TTS: Few-shot Multi-Speaker Multi-Dialect Text-to-Speech Synthesis for Ü-Tsang, Amdo and Kham Speech Dataset Generation
by: Liu, Yutong, et al.
Published: (2025)
by: Liu, Yutong, et al.
Published: (2025)
The Sound of Syntax: Finetuning and Comprehensive Evaluation of Language Models for Speech Pathology
by: Patel, Fagun, et al.
Published: (2025)
by: Patel, Fagun, et al.
Published: (2025)
NTPP: Generative Speech Language Modeling for Dual-Channel Spoken Dialogue via Next-Token-Pair Prediction
by: Wang, Qichao, et al.
Published: (2025)
by: Wang, Qichao, et al.
Published: (2025)
Ming-UniAudio: Speech LLM for Joint Understanding, Generation and Editing with Unified Representation
by: Yan, Canxiang, et al.
Published: (2025)
by: Yan, Canxiang, et al.
Published: (2025)
Similar Items
-
S2S-Arena: Evaluating Paralinguistic Instruction Following in Speech-to-Speech Models
by: Jiang, Feng, et al.
Published: (2025) -
Leveraging Unit Language Guidance to Advance Speech Modeling in Textless Speech-to-Speech Translation
by: Zhang, Yuhao, et al.
Published: (2025) -
EmoShift: Lightweight Activation Steering for Enhanced Emotion-Aware Speech Synthesis
by: Zhou, Li, et al.
Published: (2026) -
SPBA: Utilizing Speech Large Language Model for Backdoor Attacks on Speech Classification Models
by: Yao, Wenhan, et al.
Published: (2025) -
KoALa-Bench: Evaluating Large Audio Language Models on Korean Speech Understanding and Faithfulness
by: Kim, Jinyoung, et al.
Published: (2026)