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Main Authors:	Li, Ran, Hao, Wei, Zhao, Weiliang, Yang, Junfeng, Mao, Chengzhi
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2408.04237
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Diversity Helps Jailbreak Large Language Models
by: Zhao, Weiliang, et al.
Published: (2024)

RAFT: Realistic Attacks to Fool Text Detectors
by: Wang, James, et al.
Published: (2024)

Learning to Rewrite Prompts for Personalized Text Generation
by: Li, Cheng, et al.
Published: (2023)

SPIN: Self-Supervised Prompt INjection
by: Zhou, Leon, et al.
Published: (2024)

LARGO: Latent Adversarial Reflection through Gradient Optimization for Jailbreaking LLMs
by: Li, Ran, et al.
Published: (2025)

Dr Genre: Reinforcement Learning from Decoupled LLM Feedback for Generic Text Rewriting
by: Li, Yufei, et al.
Published: (2025)

Proactive defense against LLM Jailbreak
by: Zhao, Weiliang, et al.
Published: (2025)

Align Documents to Questions: Question-Oriented Document Rewriting for Retrieval-Augmented Generation
by: Li, Jiaang, et al.
Published: (2026)

PhantomHunter: Detecting Unseen Privately-Tuned LLM-Generated Text via Family-Aware Learning
by: Shi, Yuhui, et al.
Published: (2025)

EnsemJudge: Enhancing Reliability in Chinese LLM-Generated Text Detection through Diverse Model Ensembles
by: Wang, Zhuoshang, et al.
Published: (2026)

Learn-to-Distance: Distance Learning for Detecting LLM-Generated Text
by: Zhou, Hongyi, et al.
Published: (2026)

On the Detectability of LLM-Generated Text: What Exactly Is LLM-Generated Text?
by: Geng, Mingmeng, et al.
Published: (2025)

DSIPA: Detecting LLM-Generated Texts via Sentiment-Invariant Patterns Divergence Analysis
by: Li, Siyuan, et al.
Published: (2026)

Detecting LLM-Generated Text with Performance Guarantees
by: Zhou, Hongyi, et al.
Published: (2026)

Design and Optimization of Reinforcement Learning-Based Agents in Text-Based Games
by: Wang, Haonan, et al.
Published: (2025)

Conversational User-AI Intervention: A Study on Prompt Rewriting for Improved LLM Response Generation
by: Sarkar, Rupak, et al.
Published: (2025)

Modeling Comparative Logical Relation with Contrastive Learning for Text Generation
by: Dan, Yuhao, et al.
Published: (2024)

DetectRL: Benchmarking LLM-Generated Text Detection in Real-World Scenarios
by: Wu, Junchao, et al.
Published: (2024)

Rewrite-to-Rank: Optimizing Ad Visibility via Retrieval-Aware Text Rewriting
by: Ho, Chloe, et al.
Published: (2025)

Token Prediction as Implicit Classification to Identify LLM-Generated Text
by: Chen, Yutian, et al.
Published: (2023)

AI-Generated Text Detection and Classification Based on BERT Deep Learning Algorithm
by: Wang, Hao, et al.
Published: (2024)

DetectRL-X: Towards Reliable Multilingual and Real-World LLM-Generated Text Detection
by: Wu, Junchao, et al.
Published: (2026)

Benchmarking and Improving Compositional Generalization of Multi-aspect Controllable Text Generation
by: Zhong, Tianqi, et al.
Published: (2024)

Towards Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRT
by: Tao, Zhen, et al.
Published: (2024)

Optimizing Prompts for Text-to-Image Generation
by: Hao, Yaru, et al.
Published: (2022)

Who Wrote This? The Key to Zero-Shot LLM-Generated Text Detection Is GECScore
by: Wu, Junchao, et al.
Published: (2024)

Robust Detection of LLM-Generated Text: A Comparative Analysis
by: Su, Yongye, et al.
Published: (2024)

In-Context Learning with Reinforcement Learning for Incomplete Utterance Rewriting
by: Du, Haowei, et al.
Published: (2024)

Beyond the Final Actor: Modeling the Dual Roles of Creator and Editor for Fine-Grained LLM-Generated Text Detection
by: Li, Yang, et al.
Published: (2026)

Socratic Reasoning Improves Positive Text Rewriting
by: Goel, Anmol, et al.
Published: (2024)

On the Impact of Noise in Differentially Private Text Rewriting
by: Meisenbacher, Stephen, et al.
Published: (2025)

LLM-Detector: Improving AI-Generated Chinese Text Detection with Open-Source LLM Instruction Tuning
by: Wang, Rongsheng, et al.
Published: (2024)

A General Method for Detecting Information Generated by Large Language Models
by: Mao, Minjia, et al.
Published: (2025)

StyleDecipher: Robust and Explainable Detection of LLM-Generated Texts with Stylistic Analysis
by: Li, Siyuan, et al.
Published: (2025)

RepreGuard: Detecting LLM-Generated Text by Revealing Hidden Representation Patterns
by: Chen, Xin, et al.
Published: (2025)

Variation is the Key: A Variation-Based Framework for LLM-Generated Text Detection
by: Li, Xuecong, et al.
Published: (2026)

E3-Rewrite: Learning to Rewrite SQL for Executability, Equivalence,and Efficiency
by: Xu, Dongjie, et al.
Published: (2025)

Zero-Shot Detection of LLM-Generated Text using Token Cohesiveness
by: Ma, Shixuan, et al.
Published: (2024)

RAZOR: Sharpening Knowledge by Cutting Bias with Unsupervised Text Rewriting
by: Yang, Shuo, et al.
Published: (2024)

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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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