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Bibliographic Details
Main Authors:	Kumarage, Tharindu, Mehrabi, Ninareh, Ramakrishna, Anil, Zhao, Xinyan, Zemel, Richard, Chang, Kai-Wei, Galstyan, Aram, Gupta, Rahul, Peris, Charith
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence Computation and Language
Online Access:	https://arxiv.org/abs/2505.21784
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K-Edit: Language Model Editing with Contextual Knowledge Awareness
by: Markowitz, Elan, et al.
Published: (2025)

Attribute Controlled Fine-tuning for Large Language Models: A Case Study on Detoxification
by: Meng, Tao, et al.
Published: (2024)

Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge Graphs
by: Markowitz, Elan, et al.
Published: (2024)

On the steerability of large language models toward data-driven personas
by: Li, Junyi, et al.
Published: (2023)

ARES: Adaptive Red-Teaming and End-to-End Repair of Policy-Reward System
by: Liang, Jiacheng, et al.
Published: (2026)

SWAN: Semantic Watermarking with Abstract Meaning Representation
by: Ye, Ziping, et al.
Published: (2026)

Emergent Strategic Reasoning Risks in AI: A Taxonomy-Driven Evaluation Framework
by: Kumarage, Tharindu, et al.
Published: (2026)

Data Advisor: Dynamic Data Curation for Safety Alignment of Large Language Models
by: Wang, Fei, et al.
Published: (2024)

Tokenization Matters: Navigating Data-Scarce Tokenization for Gender Inclusive Language Technologies
by: Ovalle, Anaelia, et al.
Published: (2023)

FLIRT: Feedback Loop In-context Red Teaming
by: Mehrabi, Ninareh, et al.
Published: (2023)

Partial Federated Learning
by: Feng, Tiantian, et al.
Published: (2024)

Prompt Perturbation Consistency Learning for Robust Language Models
by: Qiang, Yao, et al.
Published: (2024)

DiCoRe: Enhancing Zero-shot Event Detection via Divergent-Convergent LLM Reasoning
by: Parekh, Tanmay, et al.
Published: (2025)

Evaluating the Critical Risks of Amazon's Nova Premier under the Frontier Model Safety Framework
by: Krishna, Satyapriya, et al.
Published: (2025)

Diagnosing Memorization in Chain-of-Thought Reasoning, One Token at a Time
by: Li, Huihan, et al.
Published: (2025)

Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey
by: Agrawal, Garima, et al.
Published: (2023)

Harnessing Artificial Intelligence to Combat Online Hate: Exploring the Challenges and Opportunities of Large Language Models in Hate Speech Detection
by: Kumarage, Tharindu, et al.
Published: (2024)

Strategize Globally, Adapt Locally: A Multi-Turn Red Teaming Agent with Dual-Level Learning
by: Chen, Si, et al.
Published: (2025)

Robust Persona-Aware Toxicity Detection with Prompt Optimization and Learned Ensembling
by: Atil, Berk, et al.
Published: (2026)

Mindful-RAG: A Study of Points of Failure in Retrieval Augmented Generation
by: Agrawal, Garima, et al.
Published: (2024)

Not Every Token Needs Forgetting: Selective Unlearning to Limit Change in Utility in Large Language Model Unlearning
by: Wan, Yixin, et al.
Published: (2025)

Asymmetric Phase Coding Audio Watermarking
by: Yang, Guang, et al.
Published: (2026)

FERRET: Framework for Expansion Reliant Red Teaming
by: Mehrabi, Ninareh, et al.
Published: (2026)

From Narrow Unlearning to Emergent Misalignment: Causes, Consequences, and Containment in LLMs
by: Mushtaq, Erum, et al.
Published: (2025)

KG-LLM-Bench: A Scalable Benchmark for Evaluating LLM Reasoning on Textualized Knowledge Graphs
by: Markowitz, Elan, et al.
Published: (2025)

Cross-Platform Hate Speech Detection with Weakly Supervised Causal Disentanglement
by: Sheth, Paras, et al.
Published: (2024)

CoT Vectors: Transferring and Probing the Reasoning Mechanisms of LLMs
by: Li, Li, et al.
Published: (2025)

MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning
by: Chen, Xinyan, et al.
Published: (2025)

Assessing Visual Privacy Risks in Multimodal AI: A Novel Taxonomy-Grounded Evaluation of Vision-Language Models
by: Tsaprazlis, Efthymios, et al.
Published: (2025)

Co-Evolving Agents: Learning from Failures as Hard Negatives
by: Jung, Yeonsung, et al.
Published: (2025)

How Likely Do LLMs with CoT Mimic Human Reasoning?
by: Bao, Guangsheng, et al.
Published: (2024)

Reasoning as an Attack Surface: Adaptive Evolutionary CoT Jailbreaks for LLMs
by: Li, Jianan, et al.
Published: (2026)

Can LLMs Improve Multimodal Fact-Checking by Asking Relevant Questions?
by: Beigi, Alimohammad, et al.
Published: (2024)

Making Sense Of Distributed Representations With Activation Spectroscopy
by: Reing, Kyle, et al.
Published: (2025)

Learning Morphisms with Gauss-Newton Approximation for Growing Networks
by: Lawton, Neal, et al.
Published: (2024)

S3-CoT: Self-Sampled Succinct Reasoning Enables Efficient Chain-of-Thought LLMs
by: Du, Yanrui, et al.
Published: (2026)

Unsupervised Confidence Calibration for Reasoning LLMs from a Single Generation
by: Zollo, Thomas, et al.
Published: (2026)

RedditESS: A Mental Health Social Support Interaction Dataset -- Understanding Effective Social Support to Refine AI-Driven Support Tools
by: Alghamdi, Zeyad, et al.
Published: (2025)

Privacy-preserved LLM Cascade via CoT-enhanced Policy Learning
by: Zhang, Kai, 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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