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Recent developments in Large Language Model (LLM) agents are revolutionizing Autonomous Software Engineering (ASE), enabling automated coding, problem fixes, and feature improvements.
Empirical evaluation of the tarantula automatic fault-localization technique
Jones, J. A. and Harrold, M. J · 2005
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Metallaxis-fl: mutation-based fault localization
Papadakis, M. and Le Traon, Y · 2015
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Fluccs: Using code and change metrics to improve fault localization
Sohn, J. and Yoo, S · 2017
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Deepfl: Integrating multiple fault diagnosis dimensions for deep fault localization
Li, X., Li, W., Zhang, Y., and Zhang, L · 2019
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Evaluating large language models trained on code
Chen, M., Tworek, J., Jun, H., Yuan, Q., Pinto, H. P. D. O., Kaplan, J., Edwards, H., Burda, Y., Joseph, N., Brockman, G., et al · 2021
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LlamaIndex, 11 2022
Liu, J · 2022
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Improving fault localization and program repair with deep semantic features and transferred knowledge
Meng, X., Wang, X., Zhang, H., Sun, H., and Liu, X · 2022
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Chain-of-thought prompting elicits reasoning in large language models
Wei, J., Wang, X., Schuurmans, D., Bosma, M., Xia, F., Chi, E., Le, Q. V., Zhou, D., et al · 2022
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React: Synergizing reasoning and acting in language models
Yao, S., Zhao, J., Yu, D., Du, N., Shafran, I., Narasimhan, K., and Cao, Y · 2022
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Metagpt: Meta programming for multi-agent collaborative framework
Hong, S., Zheng, X., Chen, J., Cheng, Y., Wang, J., Zhang, C., Wang, Z., Yau, S. K. S., Lin, Z., Zhou, L., et al · 2023
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Swe-bench: Can language models resolve real-world github issues?
Jimenez, C. E., Yang, J., Wettig, A., Yao, S., Pei, K., Press, O., and Narasimhan, K · 2023
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A preliminary evaluation of llm-based fault localization
Kang, S., An, G., and Yoo, S · 2023
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GitHub Copilot – Your AI pair programmer
Microsoft · 2023
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Llama: Open and efficient foundation language models
Touvron, H., Lavril, T., Izacard, G., Martinet, X., Lachaux, M.-A., Lacroix, T., Rozière, B., Goyal, N., Hambro, E., Azhar, F., et al · 2023
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Large language models in fault localisation
Wu, Y., Li, Z., Zhang, J. M., Papadakis, M., Harman, M., and Liu, Y · 2023
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Introducing claude 3.5 sonnet
Anthropic · 2024
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Blackbox ai
Blackbox · 2024
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Empower your ai agents with composio - a platform for managing and integrating tools with llms and ai agents using function calling
Enhancing static analysis for practical bug detection: An llm-integrated approach
Li, H., Hao, Y., Zhai, Y., and Qian, Z · 2024
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Marscode agent: Ai-native automated bug fixing
Liu, Y., Gao, P., Wang, X., Peng, C., and Zhang, Z · 2024
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Moatless tools
Moatless · 2024
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Opencsg starship agentic coder
OpenCSG · 2024
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Repograph: Enhancing ai software engineering with repository-level code graph
Ouyang, S., Yu, W., Ma, K., Xiao, Z., Zhang, Z., Jia, M., Han, J., Zhang, H., and Yu, D · 2024
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Hyperagent: Generalist software engineering agents to solve coding tasks at scale
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Composio · 2024
Cited alongside, same era.
Devin, ai software engineer
Devin · 2024
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Globant code fixer
Globant · 2024
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A deep dive into large language models for automated bug localization and repair
Hossain, S. B., Jiang, N., Zhou, Q., Li, X., Chiang, W.-H., Lyu, Y., Nguyen, H., and Tripp, O · 2024
Cited alongside, same era.
SWE-bench: Can language models resolve real-world github issues?
Jimenez, C. E., Yang, J., Wettig, A., Yao, S., Pei, K., Press, O., and Narasimhan, K. R · 2024
Cited alongside, same era.
Kong, J., Cheng, M., Xie, X., Liu, S., Du, X., and Guo, Q · 2024
Cited alongside, same era.
How to understand whole software repository?
Ma, Y., Yang, Q., Cao, R., Li, B., Huang, F., and Li, Y
Cited in the paper.
Phan, H. N., Nguyen, T. N., Nguyen, P. X., and Bui, N. D · 2024
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Agentfl: Scaling llm-based fault localization to project-level context
Qin, Y., Wang, S., Lou, Y., Dong, J., Wang, K., Li, X., and Mao, X · 2024
Later among the works it cites.
Agentless: Demystifying llm-based software engineering agents
Xia, C. S., Deng, Y., Dunn, S., and Zhang, L · 2024
Later among the works it cites.
Viztracer, 2025
Gao, T · 2025
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Swe-bench leaderboard
Jimenez, C. E., Yang, J., Wettig, A., Yao, S., Pei, K., Press, O., and Narasimhan, K · 2025
Closest in time.
Yang, A., Li, A., Yang, B., Zhang, B., Hui, B., Zheng, B., Yu, B., Gao, C., Huang, C., Lv, C., et al · 2025
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