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Main Authors:	Wang, Weizhi, Tian, Yu, Yang, Linjie, Wang, Heng, Yan, Xifeng
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2504.00595
Tags:	Add Tag No Tags, Be the first to tag this record!

Adaptive Layer-skipping in Pre-trained LLMs
by: Luo, Xuan, et al.
Published: (2025)

Qwen3-VL-Embedding and Qwen3-VL-Reranker: A Unified Framework for State-of-the-Art Multimodal Retrieval and Ranking
by: Li, Mingxin, et al.
Published: (2026)

Qwen2.5-VL Technical Report
by: Bai, Shuai, et al.
Published: (2025)

DistilQwen2.5: Industrial Practices of Training Distilled Open Lightweight Language Models
by: Wang, Chengyu, et al.
Published: (2025)

Direct Multi-Token Decoding
by: Luo, Xuan, et al.
Published: (2025)

Bot or Human? Detecting ChatGPT Imposters with A Single Question
by: Wang, Hong, et al.
Published: (2023)

Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
by: Wang, Peng, et al.
Published: (2024)

Train a Unified Multimodal Data Quality Classifier with Synthetic Data
by: Wang, Weizhi, et al.
Published: (2025)

MindVL: Towards Efficient and Effective Training of Multimodal Large Language Models on Ascend NPUs
by: Chen, Feilong, et al.
Published: (2025)

Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications
by: Huang, Jimin, et al.
Published: (2024)

Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training
by: Luo, Gen, et al.
Published: (2024)

ImplicitAVE: An Open-Source Dataset and Multimodal LLMs Benchmark for Implicit Attribute Value Extraction
by: Zou, Henry Peng, et al.
Published: (2024)

HyperVL: An Efficient and Dynamic Multimodal Large Language Model for Edge Devices
by: HyperAI Team, et al.
Published: (2025)

OpenCharacter: Training Customizable Role-Playing LLMs with Large-Scale Synthetic Personas
by: Wang, Xiaoyang, et al.
Published: (2025)

OpenSeeker: Democratizing Frontier Search Agents by Fully Open-Sourcing Training Data
by: Du, Yuwen, et al.
Published: (2026)

Qwen2.5 Technical Report
by: Qwen, et al.
Published: (2024)

Qwen2 Technical Report
by: Yang, An, et al.
Published: (2024)

Qwen3-VL Technical Report
by: Bai, Shuai, et al.
Published: (2025)

Qwen3 Technical Report
by: Yang, An, et al.
Published: (2025)

Qwen3-VL-Seg: Unlocking Open-World Referring Segmentation with Vision-Language Grounding
by: Yao, Yuan, et al.
Published: (2026)

NVLM: Open Frontier-Class Multimodal LLMs
by: Dai, Wenliang, et al.
Published: (2024)

QwenLong-CPRS: Towards $\infty$-LLMs with Dynamic Context Optimization
by: Shen, Weizhou, et al.
Published: (2025)

$100K or 100 Days: Trade-offs when Pre-Training with Academic Resources
by: Khandelwal, Apoorv, et al.
Published: (2024)

Pangea: A Fully Open Multilingual Multimodal LLM for 39 Languages
by: Yue, Xiang, et al.
Published: (2024)

Mono-InternVL-1.5: Towards Cheaper and Faster Monolithic Multimodal Large Language Models
by: Luo, Gen, et al.
Published: (2025)

AgenticQwen: Training Small Agentic Language Models with Dual Data Flywheels for Industrial-Scale Tool Use
by: Lyu, Yuanjie, et al.
Published: (2026)

OpenS2S: Advancing Fully Open-Source End-to-End Empathetic Large Speech Language Model
by: Wang, Chen, et al.
Published: (2025)

Qwen2.5-Coder Technical Report
by: Hui, Binyuan, et al.
Published: (2024)

Toxicity of the Commons: Curating Open-Source Pre-Training Data
by: Arnett, Catherine, et al.
Published: (2024)

Qwen3Guard Technical Report
by: Zhao, Haiquan, et al.
Published: (2025)

Qwen2.5-1M Technical Report
by: Yang, An, et al.
Published: (2025)

SWE-Fixer: Training Open-Source LLMs for Effective and Efficient GitHub Issue Resolution
by: Xie, Chengxing, et al.
Published: (2025)

MiMo-VL Technical Report
by: Core Team, et al.
Published: (2025)

Qwen3-ASR Technical Report
by: Shi, Xian, et al.
Published: (2026)

OpenMMReasoner: Pushing the Frontiers for Multimodal Reasoning with an Open and General Recipe
by: Zhang, Kaichen, et al.
Published: (2025)

A Safety Report on GPT-5.2, Gemini 3 Pro, Qwen3-VL, Grok 4.1 Fast, Nano Banana Pro, and Seedream 4.5
by: Ma, Xingjun, et al.
Published: (2026)

How to Train Your Fact Verifier: Knowledge Transfer with Multimodal Open Models
by: Lee, Jaeyoung, et al.
Published: (2024)

SlimQwen: Exploring the Pruning and Distillation in Large MoE Model Pre-training
by: Tang, Shengkun, et al.
Published: (2026)

A Status Quo Investigation of Large Language Models towards Cost-Effective CFD Automation with OpenFOAMGPT: ChatGPT vs. Qwen vs. Deepseek
by: Wang, Wenkang, 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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