Exploring Fine-Tuning of Large Audio Language Models for Spoken Language Understanding under Limited Speech Data
Fuente:
arXiv
Saved in:
| Main Authors: | Choi, Youngwon, Jung, Jaeyoon, Kim, Hyeonyu, Nguyen, Huu-Kim, Kim, Hwayeon |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
ZeSTA: Zero-Shot TTS Augmentation with Domain-Conditioned Training for Data-Efficient Personalized Speech Synthesis
by: Choi, Youngwon, et al.
Published: (2026)
by: Choi, Youngwon, et al.
Published: (2026)
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality
by: Choi, Youngwon, et al.
Published: (2025)
by: Choi, Youngwon, et al.
Published: (2025)
Analyzing Error Propagation in Korean Spoken QA with ASR-LLM Cascades
by: Jung, Donghyuk, et al.
Published: (2026)
by: Jung, Donghyuk, et al.
Published: (2026)
Interventional Speech Noise Injection for ASR Generalizable Spoken Language Understanding
by: Jung, Yeonjoon, et al.
Published: (2024)
by: Jung, Yeonjoon, et al.
Published: (2024)
EnCLAP: Combining Neural Audio Codec and Audio-Text Joint Embedding for Automated Audio Captioning
by: Kim, Jaeyeon, et al.
Published: (2024)
by: Kim, Jaeyeon, et al.
Published: (2024)
DiscreteSLU: A Large Language Model with Self-Supervised Discrete Speech Units for Spoken Language Understanding
by: Shon, Suwon, et al.
Published: (2024)
by: Shon, Suwon, et al.
Published: (2024)
DISPATCH: Distilling Selective Patches for Speech Enhancement
by: Kim, Dohwan, et al.
Published: (2025)
by: Kim, Dohwan, et al.
Published: (2025)
Sommelier: Scalable Open Multi-turn Audio Pre-processing for Full-duplex Speech Language Models
by: Jung, Kyudan, et al.
Published: (2026)
by: Jung, Kyudan, et al.
Published: (2026)
WHISMA: A Speech-LLM to Perform Zero-shot Spoken Language Understanding
by: Li, Mohan, et al.
Published: (2024)
by: Li, Mohan, et al.
Published: (2024)
On the Evaluation of Speech Foundation Models for Spoken Language Understanding
by: Arora, Siddhant, et al.
Published: (2024)
by: Arora, Siddhant, et al.
Published: (2024)
Expanding on EnCLAP with Auxiliary Retrieval Model for Automated Audio Captioning
by: Kim, Jaeyeon, et al.
Published: (2024)
by: Kim, Jaeyeon, et al.
Published: (2024)
FlowAVSE: Efficient Audio-Visual Speech Enhancement with Conditional Flow Matching
by: Jung, Chaeyoung, et al.
Published: (2024)
by: Jung, Chaeyoung, et al.
Published: (2024)
EnCLAP++: Analyzing the EnCLAP Framework for Optimizing Automated Audio Captioning Performance
by: Kim, Jaeyeon, et al.
Published: (2024)
by: Kim, Jaeyeon, et al.
Published: (2024)
A Comparative Analysis of Poetry Reading Audio: Singing, Narrating, or Somewhere In Between?
by: Choi, Kahyun, et al.
Published: (2024)
by: Choi, Kahyun, et al.
Published: (2024)
Can Large Language Models Understand Spatial Audio?
by: Tang, Changli, et al.
Published: (2024)
by: Tang, Changli, et al.
Published: (2024)
LALM-as-a-Judge: Benchmarking Large Audio-Language Models for Safety Evaluation in Multi-Turn Spoken Dialogues
by: Ivry, Amir, et al.
Published: (2026)
by: Ivry, Amir, et al.
Published: (2026)
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)
LongCat-Audio-Codec: An Audio Tokenizer and Detokenizer Solution Designed for Speech Large Language Models
by: Zhao, Xiaohan, et al.
Published: (2025)
by: Zhao, Xiaohan, et al.
Published: (2025)
Generalizable Prompt Tuning for Audio-Language Models via Semantic Expansion
by: Jang, Jaehyuk, et al.
Published: (2026)
by: Jang, Jaehyuk, et al.
Published: (2026)
Enhancing Speech Large Language Models with Prompt-Aware Mixture of Audio Encoders
by: Shan, Weiqiao, et al.
Published: (2025)
by: Shan, Weiqiao, et al.
Published: (2025)
Paralinguistics-Aware Speech-Empowered Large Language Models for Natural Conversation
by: Kim, Heeseung, et al.
Published: (2024)
by: Kim, Heeseung, et al.
Published: (2024)
PRoDeliberation: Parallel Robust Deliberation for End-to-End Spoken Language Understanding
by: Le, Trang, et al.
Published: (2024)
by: Le, Trang, et al.
Published: (2024)
Towards Building Speech Large Language Models for Multitask Understanding in Low-Resource Languages
by: Shao, Mingchen, et al.
Published: (2025)
by: Shao, Mingchen, et al.
Published: (2025)
Audio-Based Linguistic Feature Extraction for Enhancing Multi-lingual and Low-Resource Text-to-Speech
by: Kim, Youngjae, et al.
Published: (2024)
by: Kim, Youngjae, et al.
Published: (2024)
AudioComposer: Towards Fine-grained Audio Generation with Natural Language Descriptions
by: Wang, Yuanyuan, et al.
Published: (2024)
by: Wang, Yuanyuan, et al.
Published: (2024)
Investigating Neural Audio Codecs for Speech Language Model-Based Speech Generation
by: Li, Jiaqi, et al.
Published: (2024)
by: Li, Jiaqi, et al.
Published: (2024)
ALAS: Measuring Latent Speech-Text Alignment For Spoken Language Understanding In Multimodal LLMs
by: Mousavi, Pooneh, et al.
Published: (2025)
by: Mousavi, Pooneh, et al.
Published: (2025)
A Transcription Prompt-based Efficient Audio Large Language Model for Robust Speech Recognition
by: Li, Yangze, et al.
Published: (2024)
by: Li, Yangze, et al.
Published: (2024)
E-chat: Emotion-sensitive Spoken Dialogue System with Large Language Models
by: Xue, Hongfei, et al.
Published: (2023)
by: Xue, Hongfei, et al.
Published: (2023)
Exploring Spoken Language Identification Strategies for Automatic Transcription of Multilingual Broadcast and Institutional Speech
by: Valente, Martina, et al.
Published: (2024)
by: Valente, Martina, et al.
Published: (2024)
Lightweight Audio Segmentation for Long-form Speech Translation
by: Lee, Jaesong, et al.
Published: (2024)
by: Lee, Jaesong, et al.
Published: (2024)
CLaM-TTS: Improving Neural Codec Language Model for Zero-Shot Text-to-Speech
by: Kim, Jaehyeon, et al.
Published: (2024)
by: Kim, Jaehyeon, et al.
Published: (2024)
UniverSLU: Universal Spoken Language Understanding for Diverse Tasks with Natural Language Instructions
by: Arora, Siddhant, et al.
Published: (2023)
by: Arora, Siddhant, et al.
Published: (2023)
WoW-Bench: Evaluating Fine-Grained Acoustic Perception in Audio-Language Models via Marine Mammal Vocalizations
by: Kim, Jaeyeon, et al.
Published: (2025)
by: Kim, Jaeyeon, et al.
Published: (2025)
Inter-channel Conv-TasNet for multichannel speech enhancement
by: Lee, Dongheon, et al.
Published: (2021)
by: Lee, Dongheon, et al.
Published: (2021)
DualSpeechLM: Towards Unified Speech Understanding and Generation via Dual Speech Token Modeling with Large Language Models
by: Wang, Yuanyuan, et al.
Published: (2025)
by: Wang, Yuanyuan, et al.
Published: (2025)
Unlocking Large Audio-Language Models for Interactive Language Learning
by: Liu, Hongfu, et al.
Published: (2026)
by: Liu, Hongfu, et al.
Published: (2026)
Long-Form Speech Generation with Spoken Language Models
by: Park, Se Jin, et al.
Published: (2024)
by: Park, Se Jin, et al.
Published: (2024)
On the use of Performer and Agent Attention for Spoken Language Identification
by: dhiman, Jitendra Kumar, et al.
Published: (2025)
by: dhiman, Jitendra Kumar, et al.
Published: (2025)
TranSentence: Speech-to-speech Translation via Language-agnostic Sentence-level Speech Encoding without Language-parallel Data
by: Kim, Seung-Bin, et al.
Published: (2024)
by: Kim, Seung-Bin, et al.
Published: (2024)
Similar Items
-
ZeSTA: Zero-Shot TTS Augmentation with Domain-Conditioned Training for Data-Efficient Personalized Speech Synthesis
by: Choi, Youngwon, et al.
Published: (2026) -
DESAMO: A Device for Elder-Friendly Smart Homes Powered by Embedded LLM with Audio Modality
by: Choi, Youngwon, et al.
Published: (2025) -
Analyzing Error Propagation in Korean Spoken QA with ASR-LLM Cascades
by: Jung, Donghyuk, et al.
Published: (2026) -
Interventional Speech Noise Injection for ASR Generalizable Spoken Language Understanding
by: Jung, Yeonjoon, et al.
Published: (2024) -
EnCLAP: Combining Neural Audio Codec and Audio-Text Joint Embedding for Automated Audio Captioning
by: Kim, Jaeyeon, et al.
Published: (2024)