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Bibliographic Details
Main Authors:	Wang, Wen, Hou, Ruibing, Chang, Hong, Shan, Shiguang, Chen, Xilin
Format:	Preprint
Published:	2025
Subjects:	Sound Audio and Speech Processing
Online Access:	https://arxiv.org/abs/2502.13433
Tags:	Add Tag No Tags, Be the first to tag this record!

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)

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

Sci-Phi: A Large Language Model Spatial Audio Descriptor
by: Jiang, Xilin, et al.
Published: (2025)

Natural Language Supervision for General-Purpose Audio Representations
by: Elizalde, Benjamin, et al.
Published: (2023)

LAFMA: A Latent Flow Matching Model for Text-to-Audio Generation
by: Guan, Wenhao, et al.
Published: (2024)

Enhancing Audio-Language Models through Self-Supervised Post-Training with Text-Audio Pairs
by: Sinha, Anshuman, et al.
Published: (2024)

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

Learning Separable Hidden Unit Contributions for Speaker-Adaptive Lip-Reading
by: Luo, Songtao, et al.
Published: (2023)

UniSep: Universal Target Audio Separation with Language Models at Scale
by: Wang, Yuanyuan, et al.
Published: (2025)

Pengi: An Audio Language Model for Audio Tasks
by: Deshmukh, Soham, et al.
Published: (2023)

Unified Audio Event Detection
by: Jiang, Yidi, et al.
Published: (2024)

PPPR: Portable Plug-in Prompt Refiner for Text to Audio Generation
by: Shi, Shuchen, et al.
Published: (2024)

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

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

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

PAM: Prompting Audio-Language Models for Audio Quality Assessment
by: Deshmukh, Soham, et al.
Published: (2024)

Enhancing Speech Large Language Models with Prompt-Aware Mixture of Audio Encoders
by: Shan, Weiqiao, et al.
Published: (2025)

Enhancing Code-switched Text-to-Speech Synthesis Capability in Large Language Models with only Monolingual Corpora
by: Xu, Jing, et al.
Published: (2024)

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

The Interspeech 2026 Audio Encoder Capability Challenge for Large Audio Language Models
by: Dinkel, Heinrich, et al.
Published: (2026)

SILA: Signal-to-Language Augmentation for Enhanced Control in Text-to-Audio Generation
by: Kumar, Sonal, et al.
Published: (2024)

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

Continuous Audio Language Models
by: Rouard, Simon, et al.
Published: (2025)

Exploring Self-Supervised Audio Models for Generalized Anomalous Sound Detection
by: Han, Bing, et al.
Published: (2025)

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

Unlocking Large Audio-Language Models for Interactive Language Learning
by: Liu, Hongfu, et al.
Published: (2026)

Can Large Language Models Understand Spatial Audio?
by: Tang, Changli, et al.
Published: (2024)

AudioComposer: Towards Fine-grained Audio Generation with Natural Language Descriptions
by: Wang, Yuanyuan, et al.
Published: (2024)

FLAM: Frame-Wise Language-Audio Modeling
by: Wu, Yusong, et al.
Published: (2025)

StyleTTS-ZS: Efficient High-Quality Zero-Shot Text-to-Speech Synthesis with Distilled Time-Varying Style Diffusion
by: Li, Yinghao Aaron, et al.
Published: (2024)

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

Exploring Text-Queried Sound Event Detection with Audio Source Separation
by: Yin, Han, et al.
Published: (2024)

DreamAudio: Customized Text-to-Audio Generation with Diffusion Models
by: Yuan, Yi, et al.
Published: (2025)

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

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

Dual-path Mamba: Short and Long-term Bidirectional Selective Structured State Space Models for Speech Separation
by: Jiang, Xilin, et al.
Published: (2024)

UniAudio 1.5: Large Language Model-driven Audio Codec is A Few-shot Audio Task Learner
by: Yang, Dongchao, et al.
Published: (2024)

From Contrast to Commonality: Audio Commonality Captioning for Enhanced Audio-Text Cross-modal Understanding in Multimodal LLMs
by: Jia, Yuhang, et al.
Published: (2025)

LongCat-Audio-Codec: An Audio Tokenizer and Detokenizer Solution Designed for Speech Large Language Models
by: Zhao, Xiaohan, et al.
Published: (2025)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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