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Bibliographic Details
Main Authors:	Xie, Zichen, Wang, Wenxi
Format:	Preprint
Published:	2026
Subjects:	Software Engineering Artificial Intelligence Machine Learning
Online Access:	https://arxiv.org/abs/2603.18334
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DafnyBench: A Benchmark for Formal Software Verification
by: Loughridge, Chloe, et al.
Published: (2024)

PostTrainBench: Can LLM Agents Automate LLM Post-Training?
by: Rank, Ben, et al.
Published: (2026)

VeriContest: A Competitive-Programming Benchmark for Verifiable Code Generation
by: Xie, Zichen, et al.
Published: (2026)

KernelBench: Can LLMs Write Efficient GPU Kernels?
by: Ouyang, Anne, et al.
Published: (2025)

EsoLang-Bench: Evaluating Genuine Reasoning in Large Language Models via Esoteric Programming Languages
by: Sharma, Aman, et al.
Published: (2026)

Property-Driven Evaluation of GNN Expressiveness at Scale: Datasets, Framework, and Study
by: Che, Sicong, et al.
Published: (2026)

Talking with Verifiers: Automatic Specification Generation for Neural Network Verification
by: Elboher, Yizhak Y., et al.
Published: (2026)

Towards Robust Agentic CUDA Kernel Benchmarking, Verification, and Optimization
by: Lange, Robert Tjarko, et al.
Published: (2025)

CLOVER: A Test Case Generation Benchmark with Coverage, Long-Context, and Verification
by: Xu, Jiacheng, et al.
Published: (2025)

First Three Years of the International Verification of Neural Networks Competition (VNN-COMP)
by: Brix, Christopher, et al.
Published: (2023)

Goedel-Code-Prover: Hierarchical Proof Search for Open State-of-the-Art Code Verification
by: Li, Zenan, et al.
Published: (2026)

Towards Automated Formal Verification of Backend Systems with LLMs
by: Xu, Kangping, et al.
Published: (2025)

LGMT: Logic-Grounded Metamorphic Testing for Evaluating the Reasoning Reliability of LLMs
by: Zhou, Zenghui, et al.
Published: (2026)

StackSight: Unveiling WebAssembly through Large Language Models and Neurosymbolic Chain-of-Thought Decompilation
by: Fang, Weike, et al.
Published: (2024)

Chain of Targeted Verification Questions to Improve the Reliability of Code Generated by LLMs
by: Ngassom, Sylvain Kouemo, et al.
Published: (2024)

Can LLMs Enable Verification in Mainstream Programming?
by: Shefer, Aleksandr, et al.
Published: (2025)

Next Steps in LLM-Supported Java Verification
by: Teuber, Samuel, et al.
Published: (2025)

Automating Code Adaptation for MLOps -- A Benchmarking Study on LLMs
by: Patel, Harsh, et al.
Published: (2024)

CodeTaste: Can LLMs Generate Human-Level Code Refactorings?
by: Thillen, Alex, et al.
Published: (2026)

Can LLMs Generate Architectural Design Decisions? -An Exploratory Empirical study
by: Dhar, Rudra, et al.
Published: (2024)

ReLoop: Structured Modeling and Behavioral Verification for Reliable LLM-Based Optimization
by: Lian, Junbo Jacob, et al.
Published: (2026)

MermaidSeqBench: An Evaluation Benchmark for NL-to-Mermaid Sequence Diagram Generation
by: Shbita, Basel, et al.
Published: (2025)

Monitizer: Automating Design and Evaluation of Neural Network Monitors
by: Azeem, Muqsit, et al.
Published: (2024)

On the Effectiveness of LLMs for Manual Test Verifications
by: Peixoto, Myron David Lucena Campos, et al.
Published: (2024)

Evaluating the Use of LLMs for Documentation to Code Traceability
by: Alor, Ebube, et al.
Published: (2025)

Automated Proof Generation for Rust Code via Self-Evolution
by: Chen, Tianyu, et al.
Published: (2024)

Retrieval-Augmented Instruction Tuning for Automated Process Engineering Calculations : A Tool-Chaining Problem-Solving Framework with Attributable Reflection
by: Sakhinana, Sagar Srinivas, et al.
Published: (2024)

LiveCodeBench Pro: How Do Olympiad Medalists Judge LLMs in Competitive Programming?
by: Zheng, Zihan, et al.
Published: (2025)

An Empirical Evaluation of Locally Deployed LLMs for Bug Detection in Python Code
by: Vulićević, Jelena Ilić
Published: (2026)

SnipGen: A Mining Repository Framework for Evaluating LLMs for Code
by: Rodriguez-Cardenas, Daniel, et al.
Published: (2025)

LiCoEval: Evaluating LLMs on License Compliance in Code Generation
by: Xu, Weiwei, et al.
Published: (2024)

Your Simulation Runs but Solves the Wrong Physics: PDE-Grounded Intent Verification for LLM-Generated Multiphysics Simulation Code
by: Song, Zhenghan, et al.
Published: (2026)

SWE-Bench-CL: Continual Learning for Coding Agents
by: Joshi, Thomas, et al.
Published: (2025)

Automated Unity Game Template Generation from GDDs via NLP and Multi-Modal LLMs
by: Hassan, Amna
Published: (2025)

GeoSQL-Eval: First Evaluation of LLMs on PostGIS-Based NL2GeoSQL Queries
by: Hou, Shuyang, et al.
Published: (2025)

Verification-Guided Context Optimization for Tool Calling via Hierarchical LLMs-as-Editors
by: Li, Henger, et al.
Published: (2025)

Automated File-Level Logging Generation for Machine Learning Applications using LLMs: A Case Study using GPT-4o Mini
by: Rodriguez, Mayra Sofia Ruiz, et al.
Published: (2025)

SoundnessBench: A Soundness Benchmark for Neural Network Verifiers
by: Zhou, Xingjian, et al.
Published: (2024)

Deep-Bench: Deep Learning Benchmark Dataset for Code Generation
by: Daghighfarsoodeh, Alireza, 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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