DeepEval/DeepEval: Artifacts Associated with the Paper Under Review in TOSEM

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Bibliographic Details
Main Authors:	Xiangyue, Ma, Xiaoting, Du, Chenglong, Li, Xiaoke, Fang, Wenjie, Ding, Zheng, Zheng, Jiangtao, Meng
Format:	Recurso digital
Published:	Zenodo 2026
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Deep Researcher Agent: An Autonomous Framework for 24/7 Deep Learning Experimentation with Zero-Cost Monitoring
by: Zhang, Xiangyue
Published: (2026)

DeepSynth-Eval: Objectively Evaluating Information Consolidation in Deep Survey Writing
by: Zhang, Hongzhi, et al.
Published: (2026)

DR$^{3}$-Eval: Towards Realistic and Reproducible Deep Research Evaluation
by: Xie, Qianqian, et al.
Published: (2026)

DeepResearchEval: An Automated Framework for Deep Research Task Construction and Agentic Evaluation
by: Wang, Yibo, et al.
Published: (2026)

MiroEval: Benchmarking Multimodal Deep Research Agents in Process and Outcome
by: Ye, Fangda, et al.
Published: (2026)

DevEval: Evaluating Code Generation in Practical Software Projects
by: Li, Jia, et al.
Published: (2024)

DeepSlide: From Artifacts to Presentation Delivery
by: Yang, Ming, et al.
Published: (2026)

ReviewEval: An Evaluation Framework for AI-Generated Reviews
by: Garg, Madhav Krishan, et al.
Published: (2025)

SciClaimEval: Cross-modal Claim Verification in Scientific Papers
by: Ho, Xanh, et al.
Published: (2026)

ContractEval: Benchmarking LLMs for Clause-Level Legal Risk Identification in Commercial Contracts
by: Liu, Shuang, et al.
Published: (2025)

On Randomness in Agentic Evals
by: Bjarnason, Bjarni Haukur, et al.
Published: (2026)

AlphaEval: Evaluating Agents in Production
by: Lu, Pengrui, et al.
Published: (2026)

DependEval: Benchmarking LLMs for Repository Dependency Understanding
by: Du, Junjia, et al.
Published: (2025)

MarineEval: Assessing the Marine Intelligence of Vision-Language Models
by: Wong, YuK-Kwan, et al.
Published: (2025)

Fusion-Eval: Integrating Assistant Evaluators with LLMs
by: Shu, Lei, et al.
Published: (2023)

LatEval: An Interactive LLMs Evaluation Benchmark with Incomplete Information from Lateral Thinking Puzzles
by: Huang, Shulin, et al.
Published: (2023)

AmbiGraph-Eval: Can LLMs Effectively Handle Ambiguous Graph Queries?
by: Tian, Yuchen, et al.
Published: (2025)

T-Eval: Evaluating the Tool Utilization Capability of Large Language Models Step by Step
by: Chen, Zehui, et al.
Published: (2023)

EvolMathEval: Towards Evolvable Benchmarks for Mathematical Reasoning via Evolutionary Testing
by: Wang, Shengbo, et al.
Published: (2025)

QuantEval: A Benchmark for Financial Quantitative Tasks in Large Language Models
by: Kang, Zhaolu, et al.
Published: (2026)

DevEval: A Manually-Annotated Code Generation Benchmark Aligned with Real-World Code Repositories
by: Li, Jia, et al.
Published: (2024)

HumanEval on Latest GPT Models -- 2024
by: Li, Daniel, et al.
Published: (2024)

SciSafeEval: A Comprehensive Benchmark for Safety Alignment of Large Language Models in Scientific Tasks
by: Li, Tianhao, et al.
Published: (2024)

VideoGen-Eval: Agent-based System for Video Generation Evaluation
by: Yang, Yuhang, et al.
Published: (2025)

FlagEvalMM: A Flexible Framework for Comprehensive Multimodal Model Evaluation
by: He, Zheqi, et al.
Published: (2025)

StreamingEval: A Unified Evaluation Protocol towards Realistic Streaming Video Understanding
by: Tang, Guowei, et al.
Published: (2026)

RepEval: Effective Text Evaluation with LLM Representation
by: Sheng, Shuqian, et al.
Published: (2024)

Sentiment Analysis in SemEval: A Review of Sentiment Identification Approaches
by: Haddaoui, Bousselham El, et al.
Published: (2025)

SceneJailEval: A Scenario-Adaptive Multi-Dimensional Framework for Jailbreak Evaluation
by: Jiang, Lai, et al.
Published: (2025)

CloudEval-YAML: A Practical Benchmark for Cloud Configuration Generation
by: Xu, Yifei, et al.
Published: (2023)

HarmMetric Eval: Benchmarking Metrics and Judges for LLM Harmfulness Assessment
by: Yang, Langqi, et al.
Published: (2025)

Physion-Eval: Evaluating Physical Realism in Generated Video via Human Reasoning
by: Zhang, Qin, et al.
Published: (2026)

SuiteEval: Simplifying Retrieval Benchmarks
by: Parry, Andrew, et al.
Published: (2026)

PodEval: A Multimodal Evaluation Framework for Podcast Audio Generation
by: Xiao, Yujia, et al.
Published: (2025)

RadEval: A framework for radiology text evaluation
by: Xu, Justin, et al.
Published: (2025)

mattwilliamson13/MonEval: Update
by: tylercreech, et al.
Published: (2025)

SycEval: Evaluating LLM Sycophancy
by: Fanous, Aaron, et al.
Published: (2025)

Measuring all the noises of LLM Evals
by: Wang, Sida
Published: (2025)

McEval: Massively Multilingual Code Evaluation
by: Chai, Linzheng, 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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