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Main Authors:	Chen, Po-Heng, Cheng, Sijia, Chen, Wei-Lin, Lin, Yen-Ting, Chen, Yun-Nung
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2403.20180
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BreezyVoice: Adapting TTS for Taiwanese Mandarin with Enhanced Polyphone Disambiguation -- Challenges and Insights
by: Hsu, Chan-Jan, et al.
Published: (2025)

Building a Taiwanese Mandarin Spoken Language Model: A First Attempt
by: Yang, Chih-Kai, et al.
Published: (2024)

Taiwan Safety Benchmark and Breeze Guard: Toward Trustworthy AI for Taiwanese Mandarin
by: Hsu, Po-Chun, et al.
Published: (2026)

Exploring Personality-Aware Interactions in Salesperson Dialogue Agents
by: Cheng, Sijia, et al.
Published: (2025)

VisTW: Benchmarking Vision-Language Models for Traditional Chinese in Taiwan
by: Tam, Zhi Rui, et al.
Published: (2025)

Visualizing Dialogues: Enhancing Image Selection through Dialogue Understanding with Large Language Models
by: Kao, Chang-Sheng, et al.
Published: (2024)

None of the Above, Less of the Right: Parallel Patterns between Humans and LLMs on Multi-Choice Questions Answering
by: Tam, Zhi Rui, et al.
Published: (2025)

Transferring Textual Preferences to Vision-Language Understanding through Model Merging
by: Li, Chen-An, et al.
Published: (2025)

Eyes-on-Me: Scalable RAG Poisoning through Transferable Attention-Steering Attractors
by: Chen, Yen-Shan, et al.
Published: (2025)

StreamBench: Towards Benchmarking Continuous Improvement of Language Agents
by: Wu, Cheng-Kuang, et al.
Published: (2024)

LLMs are Biased Evaluators But Not Biased for Retrieval Augmented Generation
by: Chen, Yen-Shan, et al.
Published: (2024)

Answer, Refuse, or Guess? Investigating Risk-Aware Decision Making in Language Models
by: Wu, Cheng-Kuang, et al.
Published: (2025)

FactAlign: Long-form Factuality Alignment of Large Language Models
by: Huang, Chao-Wei, et al.
Published: (2024)

TraceSafe: A Systematic Assessment of LLM Guardrails on Multi-Step Tool-Calling Trajectories
by: Chen, Yen-Shan, et al.
Published: (2026)

Let Me Speak Freely? A Study on the Impact of Format Restrictions on Performance of Large Language Models
by: Tam, Zhi Rui, et al.
Published: (2024)

InstUPR : Instruction-based Unsupervised Passage Reranking with Large Language Models
by: Huang, Chao-Wei, et al.
Published: (2024)

AdaSearch: Balancing Parametric Knowledge and Search in Large Language Models via Reinforcement Learning
by: Lin, Tzu-Han, et al.
Published: (2025)

The Role of Exploration Modules in Small Language Models for Knowledge Graph Question Answering
by: Cheng, Yi-Jie, et al.
Published: (2025)

Language Matters: How Do Multilingual Input and Reasoning Paths Affect Large Reasoning Models?
by: Tam, Zhi Rui, et al.
Published: (2025)

Expected Harm: Rethinking Safety Evaluation of (Mis)Aligned LLMs
by: Chen, Yen-Shan, et al.
Published: (2026)

Injecting Salesperson's Dialogue Strategies in Large Language Models with Chain-of-Thought Reasoning
by: Chang, Wen-Yu, et al.
Published: (2024)

PairDistill: Pairwise Relevance Distillation for Dense Retrieval
by: Huang, Chao-Wei, et al.
Published: (2024)

On Calibration of Large Language Models: From Response To Capability
by: Yang, Sin-Han, et al.
Published: (2026)

DogeRM: Equipping Reward Models with Domain Knowledge through Model Merging
by: Lin, Tzu-Han, et al.
Published: (2024)

I Need Help! Evaluating LLM's Ability to Ask for Users' Support: A Case Study on Text-to-SQL Generation
by: Wu, Cheng-Kuang, et al.
Published: (2024)

Rethinking Role-Playing Evaluation: Anonymous Benchmarking and a Systematic Study of Personality Effects
by: Peng, Ji-Lun, et al.
Published: (2026)

Balancing Knowledge Delivery and Emotional Comfort in Healthcare Conversational Systems
by: Tsai, Shang-Chi, et al.
Published: (2025)

MedVoiceBias: A Controlled Study of Audio LLM Behavior in Clinical Decision-Making
by: Tam, Zhi Rui, et al.
Published: (2025)

Editing the Mind of Giants: An In-Depth Exploration of Pitfalls of Knowledge Editing in Large Language Models
by: Hsueh, Cheng-Hsun, et al.
Published: (2024)

Mitigating Forgetting in LLM Fine-Tuning via Low-Perplexity Token Learning
by: Wu, Chao-Chung, et al.
Published: (2025)

Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization
by: Tseng, Yu-Min, et al.
Published: (2024)

Breeze Taigi: Benchmarks and Models for Taiwanese Hokkien Speech Recognition and Synthesis
by: Lan, Yu-Siang, et al.
Published: (2026)

Profiling Patient Transcript Using Large Language Model Reasoning Augmentation for Alzheimer's Disease Detection
by: Chen, Chin-Po, et al.
Published: (2024)

ALICE: A Multifaceted Evaluation Framework of Large Audio-Language Models' In-Context Learning Ability
by: Piao, Yen-Ting, et al.
Published: (2026)

A Survey of Generative Information Retrieval
by: Kuo, Tzu-Lin, et al.
Published: (2024)

Creativity in LLM-based Multi-Agent Systems: A Survey
by: Lin, Yi-Cheng, et al.
Published: (2025)

Benchmarking Cognitive Domains for LLMs: Insights from Taiwanese Hakka Culture
by: Chang, Chen-Chi, et al.
Published: (2024)

Unsupervised Multilingual Dense Retrieval via Generative Pseudo Labeling
by: Huang, Chao-Wei, et al.
Published: (2024)

A Preliminary Study of RAG for Taiwanese Historical Archives
by: Lin, Claire, et al.
Published: (2025)

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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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