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Main Authors:	Park, Chanwoo, Park, Suyoung, Kang, JiA, Park, Jongyeon, Kim, Sangho, Park, Hyunji M., Bae, Sumin, Kang, Mingyu, Lee, Jaejin
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	https://arxiv.org/abs/2510.24150
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MuSR: Testing the Limits of Chain-of-thought with Multistep Soft Reasoning
by: Sprague, Zayne, et al.
Published: (2023)

Thunder-NUBench: A Benchmark for LLMs' Sentence-Level Negation Understanding
by: So, Yeonkyoung, et al.
Published: (2025)

Thunder-LLM: Efficiently Adapting LLMs to Korean with Minimal Resources
by: Kim, Jinpyo, et al.
Published: (2025)

Thunder-KoNUBench: A Corpus-Aligned Benchmark for Korean Negation Understanding
by: Jung, Sungmok, et al.
Published: (2026)

Models Know Models Best: Evaluation via Model-Preferred Formats
by: Lee, Joonhak, et al.
Published: (2026)

Thunder-DeID: Accurate and Efficient De-identification Framework for Korean Court Judgments
by: Hahm, Sungeun, et al.
Published: (2025)

88‐4: Distinguished Student Paper: Enhancing Face Recognition Accuracy for Under‐Display Cameras via Image Restoration
by: Kyusu Ahn, et al.
Published: (2025)

Comprehensive Asset Pricing Tests in the Korean Stock Market
by: Jaewan Bae, et al.
Published: (2024)

Thunder-Tok: Minimizing Tokens per Word in Tokenizing Korean Texts for Generative Language Models
by: Cho, Gyeongje, et al.
Published: (2025)

Integrating Spatial and Frequency Information for Under-Display Camera Image Restoration
by: Ahn, Kyusu, et al.
Published: (2025)

An Effective Energy Mask-based Adversarial Evasion Attacks against Misclassification in Speaker Recognition Systems
by: Park, Chanwoo, et al.
Published: (2026)

How Many Experts Are Enough? Towards Optimal Semantic Specialization for Mixture-of-Experts
by: Park, Sumin, et al.
Published: (2025)

Are Graph Transformers Necessary? Efficient Long-Range Message Passing with Fractal Nodes in MPNNs
by: Choi, Jeongwhan, et al.
Published: (2025)

Open Ko-LLM Leaderboard: Evaluating Large Language Models in Korean with Ko-H5 Benchmark
by: Park, Chanjun, et al.
Published: (2024)

Open Ko-LLM Leaderboard2: Bridging Foundational and Practical Evaluation for Korean LLMs
by: Kim, Hyeonwoo, et al.
Published: (2024)

ToxReason: A Benchmark for Mechanistic Chemical Toxicity Reasoning via Adverse Outcome Pathway
by: Park, Jueon, et al.
Published: (2026)

PsyProbe: Proactive and Interpretable Dialogue through User State Modeling for Exploratory Counseling
by: Park, Sohhyung, et al.
Published: (2026)

The Korean integrative family therapy model
by: Tai‐Young Park, et al.
Published: (2025)

Perspectives on Technology Transfer Strategies of Korean Companies in Point of Resource and Capability Based View
by: Seung-Ho Park
Published: (2011)

Latent Profiles of Parenting Styles and Internalising and Externalising Behaviour Problems and Smartphone Dependency Among Children in Foster Care
by: Hyunji Lee, et al.
Published: (2026)

Constituency Structure over Eojeol in Korean Treebanks
by: Park, Jungyeul, et al.
Published: (2025)

SDS KoPub VDR: A Benchmark Dataset for Visual Document Retrieval in Korean Public Documents
by: Lee, Jaehoon, et al.
Published: (2025)

PANDA: Expanded Width-Aware Message Passing Beyond Rewiring
by: Choi, Jeongwhan, et al.
Published: (2024)

Are they lovers or friends? Evaluating LLMs' Social Reasoning in English and Korean Dialogues
by: Kim, Eunsu, et al.
Published: (2025)

Understanding LLM Development Through Longitudinal Study: Insights from the Open Ko-LLM Leaderboard
by: Park, Chanjun, et al.
Published: (2024)

CaGR-RAG: Context-aware Query Grouping for Disk-based Vector Search in RAG Systems
by: Jeong, Yeonwoo, et al.
Published: (2025)

KITE: A Benchmark for Evaluating Korean Instruction-Following Abilities in Large Language Models
by: Kim, Dongjun, et al.
Published: (2025)

Reasoning-Based Approach with Chain-of-Thought for Alzheimer's Detection Using Speech and Large Language Models
by: Park, Chanwoo, et al.
Published: (2025)

Evaluating Large language models on Understanding Korean indirect Speech acts
by: Koo, Youngeun, et al.
Published: (2025)

LCIRC: A Recurrent Compression Approach for Efficient Long-form Context and Query Dependent Modeling in LLMs
by: An, Sumin, et al.
Published: (2025)

Capture of Sulfur Dioxide in Ship Exhaust Gas by Tertiary Amine Absorbents
by: Kwanghwi Kim, et al.
Published: (2024)

The complete mitogenome of the Korean greater tube-nosed bat, Murina leucogaster (Chiroptera: Vespertilionidae)
by: Yoon, Gwang Bae, et al.
Published: (2016)

Exploring the genetic and morphological diversity of Pantala flavescens across different south Korean river basins
by: Da Som Park, et al.
Published: (2025)

Analytical Investigation of Temperature‐Dependent Characteristics in 4.5 kV SiC Super‐Junction Devices
by: Sumin Park, et al.
Published: (2026)

Optimal First-Order Algorithms as a Function of Inequalities
by: Park, Chanwoo, et al.
Published: (2021)

KoSimpleQA: A Korean Factuality Benchmark with an Analysis of Reasoning LLMs
by: Ko, Donghyeon, et al.
Published: (2025)

UDC-VIT: A Real-World Video Dataset for Under-Display Cameras
by: Ahn, Kyusu, et al.
Published: (2025)

Post-Training LLMs as Better Decision-Making Agents: A Regret-Minimization Approach
by: Park, Chanwoo, et al.
Published: (2025)

Proleptic Temporal Ensemble for Improving the Speed of Robot Tasks Generated by Imitation Learning
by: Park, Hyeonjun, et al.
Published: (2024)

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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