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The evaluation paradigm of LLM-as-judge gains popularity due to its significant reduction in human labor and time costs. This approach utilizes one or more large language models (LLMs) to assess the quality of outputs from other LLMs.…

计算机视觉与模式识别 · 计算机科学 2025-01-28 Zhiyuan Fan , Weinong Wang , Xing Wu , Debing Zhang

Automatic assessment of code, in particular to support education, is an important feature included in several Learning Management Systems (LMS), at least to some extent. Several kinds of assessments can be designed, such as exercises asking…

软件工程 · 计算机科学 2019-11-28 Sébastien Combéfis , Guillaume de Moffarts

Recent research has shown the great potential of automatic feedback in education. This paper presents SOBO, a bot we designed to automatically provide feedback on code quality to undergraduate students. SOBO has been deployed in a course at…

软件工程 · 计算机科学 2023-08-08 Sofia Bobadilla , Richard Glassey , Alexandre Bergel , Martin Monperrus

Geospatial code generation is emerging as a key direction in the integration of artificial intelligence and geoscientific analysis. However, there remains a lack of standardized tools for automatic evaluation in this domain. To address this…

Large Language Models (LLMs) like Codex are powerful tools for performing code completion and code generation tasks as they are trained on billions of lines of code from publicly available sources. Moreover, these models are capable of…

软件工程 · 计算机科学 2023-03-17 Catherine Tony , Markus Mutas , Nicolás E. Díaz Ferreyra , Riccardo Scandariato

The need to evaluate instructional materials for K-12 science education has become increasingly important, as more educators use generative AI to create instructional materials. However, the review of instructional materials is…

人工智能 · 计算机科学 2026-04-29 Zhaohui Li , Peng He , Zhiyuan Chen , Honglu Liu , Zeyuan Wang , Tingting Li , Jinjun Xiong

Code review, which aims at ensuring the overall quality and reliability of software, is a cornerstone of software development. Unfortunately, while crucial, Code review is a labor-intensive process that the research community is looking to…

Artifact evaluation has been adopted in the Software Engineering (SE) research community for 15 years, substantially improving research reproducibility across major SE conferences. However, this success has introduced a growing scalability…

软件工程 · 计算机科学 2026-02-04 Zhaonan Wu , Yanjie Zhao , Zhenpeng Chen , Zheng Wang , Haoyu Wang

Code reviews are popular in both industrial and open source projects. The benefits of code reviews are widely recognized and include better code quality and lower likelihood of introducing bugs. However, since code review is a manual…

软件工程 · 计算机科学 2021-05-20 Rosalia Tufano , Luca Pascarella , Michele Tufano , Denys Poshyvanyk , Gabriele Bavota

In the scenario-based evaluation of machine learning models, a key problem is how to construct test datasets that represent various scenarios. The methodology proposed in this paper is to construct a benchmark and attach metadata to each…

软件工程 · 计算机科学 2024-06-19 Debalina Ghosh Paul , Hong Zhu , Ian Bayley

For a novice programmer, coding is equivalent to a nightmare. A novice programmer tries to replicate steps provided by the faculty and on compilation gets a number of errors which the novice programmer is not able to resolve. This system…

计算机与社会 · 计算机科学 2013-10-07 Aniket Bhawkar , Rohit Belsare , Fenil Gandhi , Pratiksha Somani

Software engineering considers performance evaluation to be one of the key portions of software quality assurance. Unfortunately, there seems to be a lack of standard methodologies for performance evaluation even in the scope of…

分布式、并行与集群计算 · 计算机科学 2017-08-07 Zheng Li , Liam O'Brien , Maria Kihl

Writing a good essay typically involves students revising an initial paper draft after receiving feedback. We present eRevise, a web-based writing and revising environment that uses natural language processing features generated for…

In the era of MOOCs, online exams are taken by millions of candidates, where scoring short answers is an integral part. It becomes intractable to evaluate them by human graders. Thus, a generic automated system capable of grading these…

Instruction-following benchmarks remain predominantly English-centric, leaving a critical evaluation gap for the hundreds of millions of Indic language speakers. We introduce IndicIFEval, a benchmark evaluating constrained generation of…

计算与语言 · 计算机科学 2026-02-26 Thanmay Jayakumar , Mohammed Safi Ur Rahman Khan , Raj Dabre , Ratish Puduppully , Anoop Kunchukuttan

Recent breakthroughs in diffusion models, multimodal pretraining, and efficient finetuning have led to an explosion of text-to-image generative models. Given human evaluation is expensive and difficult to scale, automated methods are…

计算机视觉与模式识别 · 计算机科学 2023-10-19 Dhruba Ghosh , Hanna Hajishirzi , Ludwig Schmidt

In this work, we developed an algorithm for detecting code quality issues in the templates of online programming tasks, validated it, and conducted an empirical study on the dataset of student solutions. The algorithm consists of analyzing…

Creative coding is a rapidly expanding domain for both artistic expression and computational education. Numerous libraries and IDEs support creative coding, however there has been little consideration of how the environments themselves…

人机交互 · 计算机科学 2023-02-01 Andrew McNutt , Anton Outkine , Ravi Chugh

Plagiarism is a burning problem that academics have been facing in all of the varied levels of the educational system. With the advent of digital content, the challenge to ensure the integrity of academic work has been amplified. This paper…

其他计算机科学 · 计算机科学 2012-08-14 Nitish Upreti

Generative AI and agentic tools are reshaping agile software development, yet many engineering curricula still teach agile methods and AI competencies separately and largely lecture-based. This paper presents a project-based AI Engineering…

软件工程 · 计算机科学 2026-03-11 Andreas Rausch , Stefan Wittek , Tobias Geger , David Inkermann
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