Cover Image

From Contrast to Commonality: Audio Commonality Captioning for Enhanced Audio-Text Cross-modal Understanding in Multimodal LLMs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Jia, Yuhang, Zhang, Xu, Guo, Yujie, Chen, Yang, Zhao, Shiwan
Format:	Preprint
Published:	2025
Subjects:	Sound Audio and Speech Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Interpretable Audio Editing Evaluation via Chain-of-Thought Difference-Commonality Reasoning with Multimodal LLMs
by: Jia, Yuhang, et al.
Published: (2025)

AudioEditor: A Training-Free Diffusion-Based Audio Editing Framework
by: Jia, Yuhang, et al.
Published: (2024)

TTA-Bench: A Comprehensive Benchmark for Evaluating Text-to-Audio Models
by: Wang, Hui, et al.
Published: (2025)

Discrete Audio Representations for Automated Audio Captioning
by: Tian, Jingguang, et al.
Published: (2025)

MiDashengLM: Efficient Audio Understanding with General Audio Captions
by: Dinkel, Heinrich, et al.
Published: (2025)

SLAM-AAC: Enhancing Audio Captioning with Paraphrasing Augmentation and CLAP-Refine through LLMs
by: Chen, Wenxi, et al.
Published: (2024)

AudioEval: Automatic Dual-Perspective and Multi-Dimensional Evaluation of Text-to-Audio-Generation
by: Wang, Hui, et al.
Published: (2025)

Improving Audio-Text Retrieval via Hierarchical Cross-Modal Interaction and Auxiliary Captions
by: Xin, Yifei, et al.
Published: (2023)

Enhance Temporal Relations in Audio Captioning with Sound Event Detection
by: Xie, Zeyu, et al.
Published: (2023)

CosyAudio: Improving Audio Generation with Confidence Scores and Synthetic Captions
by: Zhu, Xinfa, et al.
Published: (2025)

MACE: Leveraging Audio for Evaluating Audio Captioning Systems
by: Dixit, Satvik, et al.
Published: (2024)

Large-scale Contrastive Language-Audio Pretraining with Feature Fusion and Keyword-to-Caption Augmentation
by: Wu, Yusong, et al.
Published: (2022)

EzAudio: Enhancing Text-to-Audio Generation with Efficient Diffusion Transformer
by: Hai, Jiarui, et al.
Published: (2024)

Cacophony: An Improved Contrastive Audio-Text Model
by: Zhu, Ge, et al.
Published: (2024)

RA-CLAP: Relation-Augmented Emotional Speaking Style Contrastive Language-Audio Pretraining For Speech Retrieval
by: Sun, Haoqin, et al.
Published: (2025)

Sound-VECaps: Improving Audio Generation with Visual Enhanced Captions
by: Yuan, Yi, et al.
Published: (2024)

Improving Audio Captioning Models with Fine-grained Audio Features, Text Embedding Supervision, and LLM Mix-up Augmentation
by: Wu, Shih-Lun, et al.
Published: (2023)

Efficient Audio Captioning with Encoder-Level Knowledge Distillation
by: Xu, Xuenan, et al.
Published: (2024)

AudioLCM: Text-to-Audio Generation with Latent Consistency Models
by: Liu, Huadai, et al.
Published: (2024)

An Adaptive CMSA for Solving the Longest Filled Common Subsequence Problem with an Application in Audio Querying
by: Djukanovic, Marko, et al.
Published: (2025)

FusionAudio-1.2M: Towards Fine-grained Audio Captioning with Multimodal Contextual Fusion
by: Chen, Shunian, et al.
Published: (2025)

Refining Knowledge Transfer on Audio-Image Temporal Agreement for Audio-Text Cross Retrieval
by: Tsubaki, Shunsuke, et al.
Published: (2024)

FlashAudio: Rectified Flows for Fast and High-Fidelity Text-to-Audio Generation
by: Liu, Huadai, et al.
Published: (2024)

Zero-Shot Audio Captioning Using Soft and Hard Prompts
by: Zhang, Yiming, 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)

Audio-text Retrieval with Transformer-based Hierarchical Alignment and Disentangled Cross-modal Representation
by: Xin, Yifei, et al.
Published: (2024)

Resource-Efficient Reference-Free Evaluation of Audio Captions
by: Mahfuz, Rehana, et al.
Published: (2024)

Enhancing Crowdsourced Audio for Text-to-Speech Models
by: Giraldo, José, et al.
Published: (2024)

UniAudio: An Audio Foundation Model Toward Universal Audio Generation
by: Yang, Dongchao, et al.
Published: (2023)

Audio-Mind: An Auditable Agentic Framework for Audio Understanding
by: Wang, Yucheng, et al.
Published: (2026)

Audio Entailment: Assessing Deductive Reasoning for Audio Understanding
by: Deshmukh, Soham, et al.
Published: (2024)

Aligning Audio Captions with Human Preferences
by: Hegde, Kartik, et al.
Published: (2025)

Contrastive Learning With Audio Discrimination For Customizable Keyword Spotting In Continuous Speech
by: Xi, Yu, et al.
Published: (2024)

ACES: Evaluating Automated Audio Captioning Models on the Semantics of Sounds
by: Wijngaard, Gijs, et al.
Published: (2024)

MOSS-Audio-Tokenizer: Scaling Audio Tokenizers for Future Audio Foundation Models
by: Gong, Yitian, et al.
Published: (2026)

Enhancing Automated Audio Captioning via Large Language Models with Optimized Audio Encoding
by: Liu, Jizhong, et al.
Published: (2024)

Towards Weakly Supervised Text-to-Audio Grounding
by: Xu, Xuenan, et al.
Published: (2024)

Investigating Group Relative Policy Optimization for Diffusion Transformer based Text-to-Audio Generation
by: Gu, Yi, et al.
Published: (2026)

Enhancing Retrieval-Augmented Audio Captioning with Generation-Assisted Multimodal Querying and Progressive Learning
by: Changin, Choi, et al.
Published: (2024)

AudioSpa: Spatializing Sound Events with Text
by: Feng, Linfeng, et al.
Published: (2025)