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Bibliographic Details
Main Authors:	Chen, Liang, Zhang, Yichi, Ren, Shuhuai, Zhao, Haozhe, Cai, Zefan, Wang, Yuchi, Wang, Peiyi, Meng, Xiangdi, Liu, Tianyu, Chang, Baobao
Format:	Preprint
Published:	2024
Subjects:	Computation and Language Artificial Intelligence Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2402.15527
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Looking Beyond Text: Reducing Language bias in Large Vision-Language Models via Multimodal Dual-Attention and Soft-Image Guidance
by: Zhao, Haozhe, et al.
Published: (2024)

Mitigating Language-Level Performance Disparity in mPLMs via Teacher Language Selection and Cross-lingual Self-Distillation
by: Zhao, Haozhe, et al.
Published: (2024)

Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints
by: An, Kaikai, et al.
Published: (2024)

Improving the Robustness of Distantly-Supervised Named Entity Recognition via Uncertainty-Aware Teacher Learning and Student-Student Collaborative Learning
by: Si, Shuzheng, et al.
Published: (2023)

ML-Bench: Evaluating Large Language Models and Agents for Machine Learning Tasks on Repository-Level Code
by: Tang, Xiangru, et al.
Published: (2023)

An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models
by: Chen, Liang, et al.
Published: (2024)

MMICL: Empowering Vision-language Model with Multi-Modal In-Context Learning
by: Zhao, Haozhe, et al.
Published: (2023)

Next Token Prediction Towards Multimodal Intelligence: A Comprehensive Survey
by: Chen, Liang, et al.
Published: (2024)

LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback
by: Gao, Bofei, et al.
Published: (2024)

MMEvalPro: Calibrating Multimodal Benchmarks Towards Trustworthy and Efficient Evaluation
by: Huang, Jinsheng, et al.
Published: (2024)

SANTA: Separate Strategies for Inaccurate and Incomplete Annotation Noise in Distantly-Supervised Named Entity Recognition
by: Si, Shuzheng, et al.
Published: (2023)

Multimodal Representation Alignment for Image Generation: Text-Image Interleaved Control Is Easier Than You Think
by: Chen, Liang, et al.
Published: (2025)

MENTOR: Efficient Multimodal-Conditioned Tuning for Autoregressive Vision Generation Models
by: Zhao, Haozhe, et al.
Published: (2025)

RICO: Improving Accuracy and Completeness in Image Recaptioning via Visual Reconstruction
by: Wang, Yuchi, et al.
Published: (2025)

LaDiC: Are Diffusion Models Really Inferior to Autoregressive Counterparts for Image-to-Text Generation?
by: Wang, Yuchi, et al.
Published: (2024)

TimeChat: A Time-sensitive Multimodal Large Language Model for Long Video Understanding
by: Ren, Shuhuai, et al.
Published: (2023)

PeriodicLoRA: Breaking the Low-Rank Bottleneck in LoRA Optimization
by: Meng, Xiangdi, et al.
Published: (2024)

OralMLLM-Bench: Evaluating Cognitive Capabilities of Multimodal Large Language Models in Dental Practice
by: Wang, Rongyang, et al.
Published: (2026)

IW-Bench: Evaluating Large Multimodal Models for Converting Image-to-Web
by: Guo, Hongcheng, et al.
Published: (2024)

G1: Bootstrapping Perception and Reasoning Abilities of Vision-Language Model via Reinforcement Learning
by: Chen, Liang, et al.
Published: (2025)

Towards a Unified View of Preference Learning for Large Language Models: A Survey
by: Gao, Bofei, et al.
Published: (2024)

DeCo: Decoupling Token Compression from Semantic Abstraction in Multimodal Large Language Models
by: Yao, Linli, et al.
Published: (2024)

Improving Event Definition Following For Zero-Shot Event Detection
by: Cai, Zefan, et al.
Published: (2024)

Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models
by: Gao, Bofei, et al.
Published: (2024)

ResoFilter: Fine-grained Synthetic Data Filtering for Large Language Models through Data-Parameter Resonance Analysis
by: Tu, Zeao, et al.
Published: (2024)

Chain-of-Thought Tokens are Computer Program Variables
by: Zhu, Fangwei, et al.
Published: (2025)

THINK-Bench: Evaluating Thinking Efficiency and Chain-of-Thought Quality of Large Reasoning Models
by: Li, Zhiyuan, et al.
Published: (2025)

MER-Bench: A Comprehensive Benchmark for Multimodal Meme Reappraisal
by: Nie, Yiqi, et al.
Published: (2026)

RISEE: A Highly Interactive Naturalistic Driving Trajectories Dataset with Human Subjective Risk Perception and Eye-tracking Information
by: Wu, Xinzheng, et al.
Published: (2025)

CBT-Bench: Evaluating Large Language Models on Assisting Cognitive Behavior Therapy
by: Zhang, Mian, et al.
Published: (2024)

SPD-Faith Bench: Diagnosing and Improving Faithfulness in Chain-of-Thought for Multimodal Large Language Models
by: Lv, Weijiang, et al.
Published: (2026)

MMT-Bench: A Comprehensive Multimodal Benchmark for Evaluating Large Vision-Language Models Towards Multitask AGI
by: Ying, Kaining, et al.
Published: (2024)

SAP-Bench: Benchmarking Multimodal Large Language Models in Surgical Action Planning
by: Xu, Mengya, et al.
Published: (2025)

Multimodal ArXiv: A Dataset for Improving Scientific Comprehension of Large Vision-Language Models
by: Li, Lei, et al.
Published: (2024)

SIN-Bench: Tracing Native Evidence Chains in Long-Context Multimodal Scientific Interleaved Literature
by: Ren, Yiming, et al.
Published: (2026)

SpeechParaling-Bench: A Comprehensive Benchmark for Paralinguistic-Aware Speech Generation
by: Liu, Ruohan, et al.
Published: (2026)

IV-Bench: A Benchmark for Image-Grounded Video Perception and Reasoning in Multimodal LLMs
by: Ma, David, et al.
Published: (2025)

AesBench: An Expert Benchmark for Multimodal Large Language Models on Image Aesthetics Perception
by: Huang, Yipo, et al.
Published: (2024)

A Goal Without a Plan Is Just a Wish: Efficient and Effective Global Planner Training for Long-Horizon Agent Tasks
by: Si, Shuzheng, 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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