SE Arena: An Interactive Platform for Evaluating Foundation Models in Software Engineering

Foundation models (FMs), particularly large language models (LLMs), have shown significant promise in various software engineering (SE) tasks, including code generation, debugging, and requirement refinement. Despite these advances, existing evaluation frameworks are insufficient for assessing model performance in iterative, context-rich workflows characteristic of SE activities. To address this limitation, we introduce SE Arena, an interactive platform designed to evaluate SE-focused chatbots. SE Arena provides a transparent, open-source leaderboard, supports multi-round conversational workflows, and enables end-to-end model comparisons. Moreover, SE Arena incorporates a new feature called RepoChat, which automatically injects repository-related context (e.g., issues, commits, pull requests) into the conversation, further aligning evaluations with real-world development processes. This paper outlines the design and capabilities of SE Arena, emphasizing its potential to advance the evaluation and practical application of FMs in software engineering.

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Published
2025-04-27
DOI
https://doi.org/10.1109/forge66646.2025.00016
Primary Topic
Model-Driven Software Engineering Techniques
Type
article
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article

SE Arena: An Interactive Platform for Evaluating Foundation Models in Software Engineering

Zhimin Zhao
Model-Driven Software Engineering Techniques
article

SE Arena: An Interactive Platform for Evaluating Foundation Models in Software Engineering

Zhimin Zhao
article en

Abstract

Foundation models (FMs), particularly large language models (LLMs), have shown significant promise in various software engineering (SE) tasks, including code generation, debugging, and requirement refinement. Despite these advances, existing evaluation frameworks are insufficient for assessing model performance in iterative, context-rich workflows characteristic of SE activities. To address this limitation, we introduce SE Arena, an interactive platform designed to evaluate SE-focused chatbots. SE Arena provides a transparent, open-source leaderboard, supports multi-round conversational workflows, and enables end-to-end model comparisons. Moreover, SE Arena incorporates a new feature called RepoChat, which automatically injects repository-related context (e.g., issues, commits, pull requests) into the conversation, further aligning evaluations with real-world development processes. This paper outlines the design and capabilities of SE Arena, emphasizing its potential to advance the evaluation and practical application of FMs in software engineering.

Queen's University (CA)
Industry, innovation and infrastructure
Openalex Percentile: Top 83%
Model-Driven Software Engineering Techniques
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SE Arena: An Interactive Platform for Evaluating Foundation Models in Software Engineering — Zhimin Zhao · (2025) | TGRS Research Map | TGRS