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Benchmarking involves designing, running and disseminating rigorous performance assessments of methods, most often for data analysis and software tools, but the process can also be applied to experimental systems. Ideally, a benchmarking…

Other Quantitative Biology · Quantitative Biology 2026-02-12 Izaskun Mallona , Almut Luetge , Ben Carrillo , Daniel Incicau , Reto Gerber , Aidan Meara , Anthony Sonrel , Charlotte Soneson , Mark D. Robinson

The proliferation of agent benchmarks has created critical fragmentation that threatens research productivity. Each new benchmark requires substantial custom integration, creating an "integration tax" that limits comprehensive evaluation.…

Agentic repository-level code understanding is essential for automating complex software engineering tasks, yet the field lacks reliable benchmarks. Existing evaluations often overlook the long tail topics and rely on popular repositories…

Automated issue solving aims to resolve real-world issues in software repositories. The most popular benchmarks for automated issue solving are SWE-bench and its human-filtered subset SWE-bench Verified. These benchmarks leverage testing to…

Software Engineering · Computer Science 2025-09-10 You Wang , Michael Pradel , Zhongxin Liu

Existing Agent benchmarks suffer from two critical limitations: high environment interaction overhead (up to 41\% of total evaluation time) and imbalanced task horizon and difficulty distributions that make aggregate scores unreliable. To…

Artificial Intelligence · Computer Science 2026-04-13 Wang Yang , Chaoda Song , Xinpeng Li , Debargha Ganguly , Chuang Ma , Shouren Wang , Zhihao Dou , Yuli Zhou , Vipin Chaudhary , Xiaotian Han

Cloud computing is a ubiquitous solution to handle today's complex computing demands. However, it comes with data privacy concerns, as the cloud service provider has complete access to code and data running on their infrastructure. VM-based…

Cryptography and Security · Computer Science 2024-06-04 Luca Wilke , Gianluca Scopelliti

Vulnerability detection tools are widely adopted in software projects, yet they often overwhelm maintainers with false positives and non-actionable reports. Automated exploitation systems can help validate these reports; however, existing…

Cryptography and Security · Computer Science 2026-02-17 Amirali Sajadi , Tu Nguyen , Kostadin Damevski , Preetha Chatterjee

Benchmarks for Software Engineering (SE) AI agents, most notably SWE-bench, have catalyzed progress in programming capabilities of AI agents. However, they overlook critical developer workflows such as Version Control System (VCS)…

Software Engineering · Computer Science 2025-05-29 Tobias Lindenbauer , Egor Bogomolov , Yaroslav Zharov

Long-running service workloads (e.g. web search engine) and short-term data analysis workloads (e.g. Hadoop MapReduce jobs) co-locate in today's data centers. Developing realistic benchmarks to reflect such practical scenario of mixed…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-12-07 Rui Han , Shulin Zhan , Chenrong Shao , Junwei Wang , Lizy K. John , Jiangtao Xu , Gang Lu , Lei Wang

Autonomous agents operating in the real world must interact continuously with existing physical and semantic infrastructure, track delayed consequences, and verify outcomes over time. Everyday environments are rich in tangible control…

Computer Vision and Pattern Recognition · Computer Science 2026-03-03 Jieru Lin , Zhiwei Yu , Börje F. Karlsson

Hardware-secured remote attestation is essential to establishing trust in the integrity of confidential virtual machines (cVMs), but is difficult to use in practice because verifying attestation evidence requires the use of…

Cryptography and Security · Computer Science 2026-05-01 Parsa Sadri Sinaki , Zainab Ahmad , Wentao Xie , Merlijn Sebrechts , Jimmy Kjällman , Lachlan J. Gunn

We introduce WorkBench: a benchmark dataset for evaluating agents' ability to execute tasks in a workplace setting. WorkBench contains a sandbox environment with five databases, 26 tools, and 690 tasks. These tasks represent common business…

Computation and Language · Computer Science 2024-08-06 Olly Styles , Sam Miller , Patricio Cerda-Mardini , Tanaya Guha , Victor Sanchez , Bertie Vidgen

While frontier formal mathematics systems now routinely develop repository-scale proof engineering artifacts requiring multi-file coordination and semantic correctness beyond compilation, existing evaluation benchmarks remain focused on…

Computation and Language · Computer Science 2026-02-03 Huajian Xin , Luming Li , Xiaoran Jin , Jacques Fleuriot , Wenda Li

A recent case study from AWS by Chong et al. proposes an effective methodology for Bounded Model Checking in industry. In this paper, we report on a follow up case study that explores the methodology from the perspective of three research…

Software Engineering · Computer Science 2021-07-05 Siddharth Priya , Xiang Zhou , Yusen Su , Yakir Vizel , Yuyan Bao , Arie Gurfinkel

Information retrieval evaluation often suffers from fragmented practices -- varying dataset subsets, aggregation methods, and pipeline configurations -- that undermine reproducibility and comparability, especially for foundation embedding…

Information Retrieval · Computer Science 2026-02-23 Andrew Parry , Debasis Ganguly , Sean MacAvaney

Virtual integration techniques focus on building architectural models of systems that can be analyzed early in the design cycle to try to lower cost, reduce risk, and improve quality of complex embedded systems. Given appropriate…

Software Engineering · Computer Science 2015-11-18 Andreas Katis , Andrew Gacek , Michael W. Whalen

We present in this paper a new benchmark for evaluating the performances of data warehouses. Benchmarking is useful either to system users for comparing the performances of different systems, or to system engineers for testing the effect of…

Databases · Computer Science 2007-05-23 Jérôme Darmont , Fadila Bentayeb , Omar Boussaïd

Execution-based feedback like unit testing is widely used in the development of coding agents through test-time scaling (TTS) and reinforcement learning (RL). This paradigm requires scalable and reliable collection of unit test cases to…

Computation and Language · Computer Science 2025-12-29 KaShun Shum , Binyuan Hui , Jiawei Chen , Lei Zhang , X. W. , Jiaxi Yang , Yuzhen Huang , Junyang Lin , Junxian He

Process attestation systems verify that a continuous physical process, such as human authorship, actually occurred, rather than merely checking system state. These systems face a fundamental dependability challenge: the evidence collection…

Cryptography and Security · Computer Science 2026-05-26 David Condrey

With the advent of public access to small gate-based quantum processors, it becomes necessary to develop a benchmarking methodology such that independent researchers can validate the operation of these processors. We explore the usefulness…