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Bibliographic Details
Main Authors:	Thakrar, Karishma, Young, Nick
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	https://arxiv.org/abs/2501.07663
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StAyaL | Multilingual Style Transfer
by: Thakrar, Karishma, et al.
Published: (2025)

GitHub Stargazers | Building Graph- and Edge-level Prediction Algorithms for Developer Social Networks
by: Thakrar, Karishma, et al.
Published: (2025)

Understanding Finetuning for Factual Knowledge Extraction
by: Ghosal, Gaurav, et al.
Published: (2024)

Quantum Annealing for Machine Learning: Applications in Feature Selection, Instance Selection, and Clustering
by: Pomeroy, Chloe, et al.
Published: (2025)

When Scaling Meets LLM Finetuning: The Effect of Data, Model and Finetuning Method
by: Zhang, Biao, et al.
Published: (2024)

Architecting Clinical Collaboration: Multi-Agent Reasoning Systems for Multimodal Medical VQA
by: Thakrar, Karishma, et al.
Published: (2025)

From Text to Talent: A Pipeline for Extracting Insights from Candidate Profiles
by: Frazzetto, Paolo, et al.
Published: (2025)

Learning Dynamics of LLM Finetuning
by: Ren, Yi, et al.
Published: (2024)

AlgoRxplorers | Precision in Mutation: Enhancing Drug Design with Advanced Protein Stability Prediction Tools
by: Thakrar, Karishma, et al.
Published: (2025)

MSLEF: Multi-Segment LLM Ensemble Finetuning in Recruitment
by: Walid, Omar, et al.
Published: (2025)

How Important is Domain Specificity in Language Models and Instruction Finetuning for Biomedical Relation Extraction?
by: Brokman, Aviv, et al.
Published: (2024)

BIM Information Extraction Through LLM-based Adaptive Exploration
by: Hellin, Sylvain, et al.
Published: (2026)

MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory
by: Modarressi, Ali, et al.
Published: (2024)

LLM-Based Insight Extraction for Contact Center Analytics and Cost-Efficient Deployment
by: Embar, Varsha, et al.
Published: (2025)

Safety-Aligned Weights Are Not Enough: Refusal-Teacher-Guided Finetuning Enhances Safety and Downstream Performance under Harmful Finetuning Attacks
by: Ham, Seokil, et al.
Published: (2025)

Automatic Information Extraction From Employment Tribunal Judgements Using Large Language Models
by: de Faria, Joana Ribeiro, et al.
Published: (2024)

PolyGnosis 2.0: Enhancing LLM Reasoning via Agentic Harness Engineering for Polymarket and OSINT Insight Extraction
by: Wang, Daren, et al.
Published: (2026)

Using LLMs for the Extraction and Normalization of Product Attribute Values
by: Brinkmann, Alexander, et al.
Published: (2024)

Text Style Transfer with Parameter-efficient LLM Finetuning and Round-trip Translation
by: Liu, Ruoxi, et al.
Published: (2026)

LLM-CXR: Instruction-Finetuned LLM for CXR Image Understanding and Generation
by: Lee, Suhyeon, et al.
Published: (2023)

Talent or Luck? Evaluating Attribution Bias in Large Language Models
by: Raj, Chahat, et al.
Published: (2025)

Polynomial Regression as a Task for Understanding In-context Learning Through Finetuning and Alignment
by: Wilcoxson, Max, et al.
Published: (2024)

MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM Finetuning
by: Wang, Hanqing, et al.
Published: (2024)

Feature Extraction and Steering for Enhanced Chain-of-Thought Reasoning in Language Models
by: Li, Zihao, et al.
Published: (2025)

KnowLA: Enhancing Parameter-efficient Finetuning with Knowledgeable Adaptation
by: Luo, Xindi, et al.
Published: (2024)

BigCharts-R1: Enhanced Chart Reasoning with Visual Reinforcement Finetuning
by: Masry, Ahmed, et al.
Published: (2025)

Adaptive BPE Tokenization for Enhanced Vocabulary Adaptation in Finetuning Pretrained Language Models
by: Balde, Gunjan, et al.
Published: (2024)

FlexLLM: Token-Level Co-Serving of LLM Inference and Finetuning with SLO Guarantees
by: Oliaro, Gabriele, et al.
Published: (2024)

The Hallucination Tax of Reinforcement Finetuning
by: Song, Linxin, et al.
Published: (2025)

Towards Position-Robust Talent Recommendation via Large Language Models
by: Du, Silin, et al.
Published: (2026)

Synthesizing Privacy-Preserving Text Data via Finetuning without Finetuning Billion-Scale LLMs
by: Tan, Bowen, et al.
Published: (2025)

MOKA: Moral Knowledge Augmentation for Moral Event Extraction
by: Zhang, Xinliang Frederick, et al.
Published: (2023)

Covert Malicious Finetuning: Challenges in Safeguarding LLM Adaptation
by: Halawi, Danny, et al.
Published: (2024)

TalentMine: LLM-Based Extraction and Question-Answering from Multimodal Talent Tables
by: Mannam, Varun, et al.
Published: (2025)

The Sound of Syntax: Finetuning and Comprehensive Evaluation of Language Models for Speech Pathology
by: Patel, Fagun, et al.
Published: (2025)

PGA-SciRE: Harnessing LLM on Data Augmentation for Enhancing Scientific Relation Extraction
by: Zhou, Yang, et al.
Published: (2024)

Feature Extraction and Analysis for GPT-Generated Text
by: Selvioğlu, A., et al.
Published: (2025)

Neurobiber: Fast and Interpretable Stylistic Feature Extraction
by: Alkiek, Kenan, et al.
Published: (2025)

Overcoming the Generalization Limits of SLM Finetuning for Shape-Based Extraction of Datatype and Object Properties
by: Ringwald, Célian, 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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