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Bibliographic Details
Main Authors:	Ive, Julia, Jozsa, Felix, Jackson, Nick, Bondaronek, Paulina, Hill, Ciaran Scott, Dobson, Richard
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2503.20953
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Building a Silver-Standard Dataset from NICE Guidelines for Clinical LLMs
by: Ding, Qing, et al.
Published: (2025)

Privacy-Preserving Behaviour of Chatbot Users: Steering Through Trust Dynamics
by: Ive, Julia, et al.
Published: (2024)

Safe Training with Sensitive In-domain Data: Leveraging Data Fragmentation To Mitigate Linkage Attacks
by: Ignashina, Mariia, et al.
Published: (2024)

Hesitation is defeat? Connecting Linguistic and Predictive Uncertainty
by: Manzo, Gianluca, et al.
Published: (2025)

A Data-Centric Approach to Detecting and Mitigating Demographic Bias in Pediatric Mental Health Text: A Case Study in Anxiety Detection
by: Ive, Julia, et al.
Published: (2024)

Harnessing Large Language Models for Precision Querying and Retrieval-Augmented Knowledge Extraction in Clinical Data Science
by: Jan, Juan Jose Rubio, et al.
Published: (2026)

Context-Emotion Aware Therapeutic Dialogue Generation: A Multi-component Reinforcement Learning Approach to Language Models for Mental Health Support
by: Zhang, Eric Hua Qing, et al.
Published: (2025)

Unlocking Electronic Health Records: A Hybrid Graph RAG Approach to Safe Clinical AI for Patient QA
by: Thio, Samuel, et al.
Published: (2025)

MoralBERT: A Fine-Tuned Language Model for Capturing Moral Values in Social Discussions
by: Preniqi, Vjosa, et al.
Published: (2024)

Developing and Evaluating an AI-Assisted Prediction Model for Unplanned Intensive Care Admissions following Elective Neurosurgery using Natural Language Processing within an Electronic Healthcare Record System
by: Ive, Julia, et al.
Published: (2025)

VERGE: Formal Refinement and Guidance Engine for Verifiable LLM Reasoning
by: Singh, Vikash, et al.
Published: (2026)

Development and Evaluation of HopeBot: an LLM-based chatbot for structured and interactive PHQ-9 depression screening
by: Guo, Zhijun, et al.
Published: (2025)

Why transformers are obviously good models of language
by: Hill, Felix
Published: (2024)

Improving Extraction of Clinical Event Contextual Properties from Electronic Health Records: A Comparative Study
by: Agarwal, Shubham, et al.
Published: (2024)

Combining Hierachical VAEs with LLMs for clinically meaningful timeline summarisation in social media
by: Song, Jiayu, et al.
Published: (2024)

Clean First, Align Later: Benchmarking Preference Data Cleaning for Reliable LLM Alignment
by: Yeh, Samuel, et al.
Published: (2025)

RelCAT: Advancing Extraction of Clinical Inter-Entity Relationships from Unstructured Electronic Health Records
by: Agarwal, Shubham, et al.
Published: (2025)

MathClean: A Benchmark for Synthetic Mathematical Data Cleaning
by: Liang, Hao, et al.
Published: (2025)

Fine-Tuning Causal LLMs for Text Classification: Embedding-Based vs. Instruction-Based Approaches
by: Yousefiramandi, Amirhossein, et al.
Published: (2025)

Steering LLM Thinking with Budget Guidance
by: Li, Junyan, et al.
Published: (2025)

Gradient Surgery for Safe LLM Fine-Tuning
by: Yi, Biao, et al.
Published: (2025)

AutoDCWorkflow: LLM-based Data Cleaning Workflow Auto-Generation and Benchmark
by: Li, Lan, et al.
Published: (2024)

SafeAligner: Safety Alignment against Jailbreak Attacks via Response Disparity Guidance
by: Huang, Caishuang, et al.
Published: (2024)

Enhancing Talent Employment Insights Through Feature Extraction with LLM Finetuning
by: Thakrar, Karishma, et al.
Published: (2025)

ClusterFusion: Hybrid Clustering with Embedding Guidance and LLM Adaptation
by: Xu, Yiming, et al.
Published: (2025)

Patent Language Model Pretraining with ModernBERT
by: Yousefiramandi, Amirhossein, et al.
Published: (2025)

Token Cleaning: Fine-Grained Data Selection for LLM Supervised Fine-Tuning
by: Pang, Jinlong, et al.
Published: (2025)

DynClean: Training Dynamics-based Label Cleaning for Distantly-Supervised Named Entity Recognition
by: Zhang, Qi, et al.
Published: (2025)

CBF-LLM: Safe Control for LLM Alignment
by: Miyaoka, Yuya, et al.
Published: (2024)

LLM-Mediated Guidance of MARL Systems
by: Siedler, Philipp D., et al.
Published: (2025)

AA-Omniscience: Evaluating Cross-Domain Knowledge Reliability in Large Language Models
by: Jackson, Declan, et al.
Published: (2025)

The Enforcement and Feasibility of Hate Speech Moderation on Twitter
by: Tonneau, Manuel, et al.
Published: (2026)

Cleaning English Abstracts of Scientific Publications
by: Rose, Michael E., et al.
Published: (2025)

LLM BiasScope: A Real-Time Bias Analysis Platform for Comparative LLM Evaluation
by: Ghosh, Himel, et al.
Published: (2026)

Towards Safe Multilingual Frontier AI
by: Kanepajs, Artūrs, et al.
Published: (2024)

Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems
by: Li, Chuang, et al.
Published: (2024)

Grounding Large Language Models in Clinical Evidence: A Retrieval-Augmented Generation System for Querying UK NICE Clinical Guidelines
by: Lewis, Matthew, et al.
Published: (2025)

SafeSearch: Do Not Trade Safety for Utility in LLM Search Agents
by: Zhan, Qiusi, et al.
Published: (2025)

Auditing Stealth Sycophancy in Mental-Health Dialogue: Structured Clinical-State Diagnostics and Clean Matched Benchmarks
by: Han, Tianze, et al.
Published: (2026)

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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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