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Bibliographic Details
Main Authors:	Li, Shuang, Wang, Jiahua, Wen, Lijie
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition Computation and Language
Online Access:	https://arxiv.org/abs/2403.20026
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Advancing Large Multi-modal Models with Explicit Chain-of-Reasoning and Visual Question Generation
by: Uehara, Kohei, et al.
Published: (2024)

Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning
by: Wang, Yifan, et al.
Published: (2026)

Large Multi-modal Models Can Interpret Features in Large Multi-modal Models
by: Zhang, Kaichen, et al.
Published: (2024)

Structured and Abstractive Reasoning on Multi-modal Relational Knowledge Images
by: Zhang, Yichi, et al.
Published: (2025)

Customizing Visual-Language Foundation Models for Multi-modal Anomaly Detection and Reasoning
by: Xu, Xiaohao, et al.
Published: (2024)

II-MMR: Identifying and Improving Multi-modal Multi-hop Reasoning in Visual Question Answering
by: Kil, Jihyung, et al.
Published: (2024)

Multi-modal Semantic Understanding with Contrastive Cross-modal Feature Alignment
by: Zhang, Ming, et al.
Published: (2024)

Think Visually, Reason Textually: Vision-Language Synergy in ARC
by: Zhang, Beichen, et al.
Published: (2025)

Thinking-while-Generating: Interleaving Textual Reasoning throughout Visual Generation
by: Guo, Ziyu, et al.
Published: (2025)

Clue Matters: Leveraging Latent Visual Clues to Empower Video Reasoning
by: zhang, Kaixin, et al.
Published: (2026)

Learning Speaker-Invariant Visual Features for Lipreading
by: Li, Yu, et al.
Published: (2025)

Visual Language Tracking with Multi-modal Interaction: A Robust Benchmark
by: Li, Xuchen, et al.
Published: (2024)

Large Multi-modal Model Cartographic Map Comprehension for Textual Locality Georeferencing
by: Wijegunarathna, Kalana, et al.
Published: (2025)

Computed Tomography Visual Question Answering with Cross-modal Feature Graphing
by: Tian, Yuanhe, et al.
Published: (2025)

Beyond the Textual: Generating Coherent Visual Options for MCQs
by: Wang, Wanqiang, et al.
Published: (2025)

CLEAR: Character Unlearning in Textual and Visual Modalities
by: Dontsov, Alexey, et al.
Published: (2024)

SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems
by: Guo, Ziyu, et al.
Published: (2025)

MM-Interleaved: Interleaved Image-Text Generative Modeling via Multi-modal Feature Synchronizer
by: Tian, Changyao, et al.
Published: (2024)

EventLens: Leveraging Event-Aware Pretraining and Cross-modal Linking Enhances Visual Commonsense Reasoning
by: Ma, Mingjie, et al.
Published: (2024)

Unleashing Spatial Reasoning in Multimodal Large Language Models via Textual Representation Guided Reasoning
by: Hua, Jiacheng, et al.
Published: (2026)

DTVLT: A Multi-modal Diverse Text Benchmark for Visual Language Tracking Based on LLM
by: Li, Xuchen, et al.
Published: (2024)

Dynamic Clue Bottlenecks: Towards Interpretable-by-Design Visual Question Answering
by: Fu, Xingyu, et al.
Published: (2023)

Mismatch Quest: Visual and Textual Feedback for Image-Text Misalignment
by: Gordon, Brian, et al.
Published: (2023)

Hierarchical Visual Agent: Managing Contexts in Joint Image-Text Space for Advanced Chart Reasoning
by: Dong, Qihua, et al.
Published: (2026)

What If the TV Was Off? Examining Counterfactual Reasoning Abilities of Multi-modal Language Models
by: Zhang, Letian, et al.
Published: (2023)

Abstractive Visual Understanding of Multi-modal Structured Knowledge: A New Perspective for MLLM Evaluation
by: Zhang, Yichi, et al.
Published: (2025)

FlagEval Findings Report: A Preliminary Evaluation of Large Reasoning Models on Automatically Verifiable Textual and Visual Questions
by: Qin, Bowen, et al.
Published: (2025)

Jointly Modeling Inter- & Intra-Modality Dependencies for Multi-modal Learning
by: Madaan, Divyam, et al.
Published: (2024)

Multi-Step Visual Reasoning with Visual Tokens Scaling and Verification
by: Bai, Tianyi, et al.
Published: (2025)

MMCTAgent: Multi-modal Critical Thinking Agent Framework for Complex Visual Reasoning
by: Kumar, Somnath, et al.
Published: (2024)

What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Instruction Tuning
by: Du, Yifan, et al.
Published: (2023)

RoVRM: A Robust Visual Reward Model Optimized via Auxiliary Textual Preference Data
by: Wang, Chenglong, et al.
Published: (2024)

Latent Visual Reasoning
by: Li, Bangzheng, et al.
Published: (2025)

VideoXum: Cross-modal Visual and Textural Summarization of Videos
by: Lin, Jingyang, et al.
Published: (2023)

UrbanLLaVA: A Multi-modal Large Language Model for Urban Intelligence with Spatial Reasoning and Understanding
by: Feng, Jie, et al.
Published: (2025)

GroundingGPT:Language Enhanced Multi-modal Grounding Model
by: Li, Zhaowei, et al.
Published: (2024)

Q&A Prompts: Discovering Rich Visual Clues through Mining Question-Answer Prompts for VQA requiring Diverse World Knowledge
by: Wang, Haibo, et al.
Published: (2024)

ColorSwap: A Color and Word Order Dataset for Multimodal Evaluation
by: Burapacheep, Jirayu, et al.
Published: (2024)

MMBench: Is Your Multi-modal Model an All-around Player?
by: Liu, Yuan, et al.
Published: (2023)

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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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