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Main Authors:	Guo, Rongchen, Francoeur, Vincent, Nejadgholi, Isar, Gagnon, Sylvain, Bolic, Miodrag
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	https://arxiv.org/abs/2510.03060
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A Taxonomy for Design and Evaluation of Prompt-Based Natural Language Explanations
by: Nejadgholi, Isar, et al.
Published: (2025)

Leveraging Speech PTM, Text LLM, and Emotional TTS for Speech Emotion Recognition
by: Ma, Ziyang, et al.
Published: (2023)

Adaptable Moral Stances of Large Language Models on Sexist Content: Implications for Society and Gender Discourse
by: Guo, Rongchen, et al.
Published: (2024)

SeamlessExpressiveLM: Speech Language Model for Expressive Speech-to-Speech Translation with Chain-of-Thought
by: Gong, Hongyu, et al.
Published: (2024)

Improving Speech Recognition of Named Entities in Classroom Speech with LLM Revision and Phonetic-Semantic Context
by: Trinh, Viet Anh, et al.
Published: (2025)

VoxEmo: Benchmarking Speech Emotion Recognition with Speech LLMs
by: Zhang, Hezhao, et al.
Published: (2026)

SER Evals: In-domain and Out-of-domain Benchmarking for Speech Emotion Recognition
by: Osman, Mohamed, et al.
Published: (2024)

Hybrid CNN-Transformer Architecture for Arabic Speech Emotion Recognition
by: Gheffari, Youcef Soufiane, et al.
Published: (2026)

Speech Emotion Recognition with Distilled Prosodic and Linguistic Affect Representations
by: Shome, Debaditya, et al.
Published: (2023)

Bimodal Connection Attention Fusion for Speech Emotion Recognition
by: Luo, Jiachen, et al.
Published: (2025)

WMT24 Test Suite: Gender Resolution in Speaker-Listener Dialogue Roles
by: Dawkins, Hillary, et al.
Published: (2024)

Semantically Corrected Amharic Automatic Speech Recognition
by: Adnew, Samuael, et al.
Published: (2024)

SENS-ASR: Semantic Embedding injection in Neural-transducer for Streaming Automatic Speech Recognition
by: Dkhissi, Youness, et al.
Published: (2026)

Improving Speech Recognition Error Prediction for Modern and Off-the-shelf Speech Recognizers
by: Serai, Prashant, et al.
Published: (2024)

Adapting Foundation Speech Recognition Models to Impaired Speech: A Semantic Re-chaining Approach for Personalization of German Speech
by: Pokel, Niclas, et al.
Published: (2025)

Social and Ethical Risks Posed by General-Purpose LLMs for Settling Newcomers in Canada
by: Nejadgholi, Isar, et al.
Published: (2024)

Amplifying Emotional Signals: Data-Efficient Deep Learning for Robust Speech Emotion Recognition
by: Vu, Tai
Published: (2025)

Empowering Dysarthric Speech: Leveraging Advanced LLMs for Accurate Speech Correction and Multimodal Emotion Analysis
by: Attaluri, Kaushal, et al.
Published: (2024)

How do Hyenas deal with Human Speech? Speech Recognition and Translation with ConfHyena
by: Gaido, Marco, et al.
Published: (2024)

Automatic Speech Recognition for Sanskrit with Transfer Learning
by: Sadhukhan, Bidit, et al.
Published: (2025)

Automatic Speech Recognition for Greek Medical Dictation
by: Georgilas, Vardis, et al.
Published: (2025)

Towards Unsupervised Speech Recognition at the Syllable-Level
by: Wang, Liming, et al.
Published: (2025)

Improved Contextual Recognition In Automatic Speech Recognition Systems By Semantic Lattice Rescoring
by: Sudarshan, Ankitha, et al.
Published: (2023)

Speech Emotion Recognition Leveraging OpenAI's Whisper Representations and Attentive Pooling Methods
by: Shendabadi, Ali, et al.
Published: (2026)

Interactive ASR: Towards Human-Like Interaction and Semantic Coherence Evaluation for Agentic Speech Recognition
by: Wang, Peng, et al.
Published: (2026)

Speech Retrieval-Augmented Generation without Automatic Speech Recognition
by: Min, Do June, et al.
Published: (2024)

IndexTTS2: A Breakthrough in Emotionally Expressive and Duration-Controlled Auto-Regressive Zero-Shot Text-to-Speech
by: Zhou, Siyi, et al.
Published: (2025)

In-context Language Learning for Endangered Languages in Speech Recognition
by: Li, Zhaolin, et al.
Published: (2025)

Augmenting Automatic Speech Recognition Models with Disfluency Detection
by: Amann, Robin, et al.
Published: (2024)

Beyond Global Emotion: Fine-Grained Emotional Speech Synthesis with Dynamic Word-Level Modulation
by: Wang, Sirui, et al.
Published: (2025)

DepFlow: Disentangled Speech Generation to Mitigate Semantic Bias in Depression Detection
by: Li, Yuxin, et al.
Published: (2026)

UDDETTS: Unifying Discrete and Dimensional Emotions for Controllable Emotional Text-to-Speech
by: Liu, Jiaxuan, et al.
Published: (2025)

Decoding Emotion: Speech Perception Patterns in Individuals with Self-reported Depression
by: Vats, Guneesh, et al.
Published: (2024)

Explainable Speech Emotion Recognition: Weighted Attribute Fairness to Model Demographic Contributions to Social Bias
by: Ogunnubi, Tomisin, et al.
Published: (2026)

EmoBox: Multilingual Multi-corpus Speech Emotion Recognition Toolkit and Benchmark
by: Ma, Ziyang, et al.
Published: (2024)

Cross-Lingual Speech Emotion Recognition: Humans vs. Self-Supervised Models
by: Han, Zhichen, et al.
Published: (2024)

ViSpeR: Multilingual Audio-Visual Speech Recognition
by: Narayan, Sanath, et al.
Published: (2024)

Mixture-of-Experts with Intermediate CTC Supervision for Accented Speech Recognition
by: Lee, Wonjun, et al.
Published: (2026)

Killkan: The Automatic Speech Recognition Dataset for Kichwa with Morphosyntactic Information
by: Taguchi, Chihiro, et al.
Published: (2024)

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// 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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