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Bibliographic Details
Main Authors:	Lai, Junyu, Zhang, Jiakun, Xu, Shuo, Chen, Taolue, Wang, Zihang, Yang, Yao, Zhang, Jiarui, Cao, Chun, Xu, Jingwei
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence I.2.7
Online Access:	https://arxiv.org/abs/2505.12031
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MeteoRA: Multiple-tasks Embedded LoRA for Large Language Models
by: Xu, Jingwei, et al.
Published: (2024)

Advancing Transformer Architecture in Long-Context Large Language Models: A Comprehensive Survey
by: Huang, Yunpeng, et al.
Published: (2023)

Rethinking Supervision Granularity: Segment-Level Learning for LLM-Based Theorem Proving
by: Xu, Shuo, et al.
Published: (2026)

Neural Theorem Proving for Verification Conditions: A Real-World Benchmark
by: Xu, Qiyuan, et al.
Published: (2026)

Generalizable LLM Learning of Graph Synthetic Data with Post-training Alignment
by: Zhang, Yizhuo, et al.
Published: (2025)

PaperAudit-Bench: Benchmarking Error Detection in Research Papers for Critical Automated Peer Review
by: Tu, Songjun, et al.
Published: (2026)

Rango: Adaptive Retrieval-Augmented Proving for Automated Software Verification
by: Thompson, Kyle, et al.
Published: (2024)

Exploring LLM-based Verilog Code Generation with Data-Efficient Fine-Tuning and Testbench Automation
by: Chen, Mu-Chi, et al.
Published: (2026)

Automated Bug Triaging using Instruction-Tuned Large Language Models
by: Kiashemshaki, Kiana, et al.
Published: (2025)

Ada-MK: Adaptive MegaKernel Optimization via Automated DAG-based Search for LLM Inference
by: Dong, Wenxin, et al.
Published: (2026)

Toward Architecture-Aware Evaluation Metrics for LLM Agents
by: Souza, Débora, et al.
Published: (2026)

Using LLM-Based Approaches to Enhance and Automate Topic Labeling
by: Khandelwal, Trishia
Published: (2025)

Synthetic Voice Data for Automatic Speech Recognition in African Languages
by: DeRenzi, Brian, et al.
Published: (2025)

Curating Grounded Synthetic Data with Global Perspectives for Equitable AI
by: Törnquist, Elin, et al.
Published: (2024)

Understanding LLM Evaluator Behavior: A Structured Multi-Evaluator Framework for Merchant Risk Assessment
by: Wang, Liang, et al.
Published: (2026)

LLM Unlearning on Noisy Forget Sets: A Study of Incomplete, Rewritten, and Watermarked Data
by: Wang, Changsheng, et al.
Published: (2025)

SynSym: A Synthetic Data Generation Framework for Psychiatric Symptom Identification
by: Kang, Migyeong, et al.
Published: (2026)

German Text Simplification: Finetuning Large Language Models with Semi-Synthetic Data
by: Klöser, Lars, et al.
Published: (2024)

Synthia: Scalable Grounded Persona Generation from Social Media Data
by: Rahimzadeh, Vahid, et al.
Published: (2025)

Text-Based Approaches to Item Difficulty Modeling in Large-Scale Assessments: A Systematic Review
by: Peters, Sydney, et al.
Published: (2025)

Named Entity Recognition for Address Extraction in Speech-to-Text Transcriptions Using Synthetic Data
by: Lajčinová, Bibiána, et al.
Published: (2024)

"The Data Says Otherwise"-Towards Automated Fact-checking and Communication of Data Claims
by: Fu, Yu, et al.
Published: (2024)

CRISP: Persistent Concept Unlearning via Sparse Autoencoders
by: Ashuach, Tomer, et al.
Published: (2025)

Is Our Chatbot Telling Lies? Assessing Correctness of an LLM-based Dutch Support Chatbot
by: Lassche, Herman, et al.
Published: (2024)

Pantograph: A Machine-to-Machine Interaction Interface for Advanced Theorem Proving, High Level Reasoning, and Data Extraction in Lean 4
by: Aniva, Leni, et al.
Published: (2024)

KSHSeek: Data-Driven Approaches to Mitigating and Detecting Knowledge-Shortcut Hallucinations in Generative Models
by: Liu, Zhongxin, et al.
Published: (2025)

AutoTRIZ: Automating Engineering Innovation with TRIZ and Large Language Models
by: Jiang, Shuo, et al.
Published: (2024)

Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM Reasoning
by: Xu, Shuyao, et al.
Published: (2025)

Evaluating the efficacy of LLM Safety Solutions : The Palit Benchmark Dataset
by: Palit, Sayon, et al.
Published: (2025)

ToolWeaver: Weaving Collaborative Semantics for Scalable Tool Use in Large Language Models
by: Fang, Bowen, et al.
Published: (2026)

Automated CAD Modeling Sequence Generation from Text Descriptions via Transformer-Based Large Language Models
by: Liao, Jianxing, et al.
Published: (2025)

Large Language Model (LLM) Bias Index -- LLMBI
by: Oketunji, Abiodun Finbarrs, et al.
Published: (2023)

Multilingual Multi-Label Emotion Classification at Scale with Synthetic Data
by: Borisov, Vadim
Published: (2026)

LLM-Rubric: A Multidimensional, Calibrated Approach to Automated Evaluation of Natural Language Texts
by: Hashemi, Helia, et al.
Published: (2024)

Synergy over Discrepancy: A Partition-Based Approach to Multi-Domain LLM Fine-Tuning
by: Ye, Hua, et al.
Published: (2025)

Select or Project? Evaluating Lower-dimensional Vectors for LLM Training Data Explanations
by: Hinterleitner, Lukas, et al.
Published: (2026)

AsyncTLS: Efficient Generative LLM Inference with Asynchronous Two-level Sparse Attention
by: Hu, Yuxuan, et al.
Published: (2026)

Automated Theorem Provers Help Improve Large Language Model Reasoning
by: McGinness, Lachlan, et al.
Published: (2024)

Can LLM Graph Reasoning Generalize beyond Pattern Memorization?
by: Zhang, Yizhuo, et al.
Published: (2024)

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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