S3LLM: Large-Scale Scientific Software Understanding with LLMs using Source, Metadata, and Document
Fuente:
arXiv
Saved in:
| Main Authors: | Shaik, Kareem, Wang, Dali, Zheng, Weijian, Cao, Qinglei, Fan, Heng, Schwartz, Peter, Feng, Yunhe |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
An Empirical study on LLM-based Log Retrieval for Software Engineering Metadata Management
by: Sun, Simin, et al.
Published: (2025)
by: Sun, Simin, et al.
Published: (2025)
ABFS: Natural Robustness Testing for LLM-based NLP Software
by: Xiao, Mingxuan, et al.
Published: (2025)
by: Xiao, Mingxuan, et al.
Published: (2025)
Understanding Underrepresented Groups in Open Source Software
by: Santos, Reydne, et al.
Published: (2025)
by: Santos, Reydne, et al.
Published: (2025)
Understanding by Reconstruction: Reversing the Software Development Process for LLM Pretraining
by: Zeng, Zhiyuan, et al.
Published: (2026)
by: Zeng, Zhiyuan, et al.
Published: (2026)
SMECS: A Software Metadata Extraction and Curation Software
by: Ferenz, Stephan, et al.
Published: (2025)
by: Ferenz, Stephan, et al.
Published: (2025)
Towards an Understanding of Large Language Models in Software Engineering Tasks
by: Zheng, Zibin, et al.
Published: (2023)
by: Zheng, Zibin, et al.
Published: (2023)
How to Sustain a Scientific Open-Source Software Ecosystem: Learning from the Astropy Project
by: Sun, Jiayi, et al.
Published: (2024)
by: Sun, Jiayi, et al.
Published: (2024)
Characterizing the Usefulness of Code Review Comments in Scientific Software for Software Quality and Scientific Rigor
by: Ahmed, Sharif, et al.
Published: (2026)
by: Ahmed, Sharif, et al.
Published: (2026)
Multitask-based Evaluation of Open-Source LLM on Software Vulnerability
by: Yin, Xin, et al.
Published: (2024)
by: Yin, Xin, et al.
Published: (2024)
Assessing Large Language Models for Stabilizing Numerical Expressions in Scientific Software
by: Nguyen, Tien, et al.
Published: (2026)
by: Nguyen, Tien, et al.
Published: (2026)
AOCI: Symbolic-Semantic Indexing for Practical Repository-Scale Code Understanding with LLMs
by: Liu, Jinshi, et al.
Published: (2026)
by: Liu, Jinshi, et al.
Published: (2026)
Measuring Software Innovation with Open Source Software Development Data
by: Brown, Eva Maxfield, et al.
Published: (2024)
by: Brown, Eva Maxfield, et al.
Published: (2024)
Scaling Symbolic Execution to Large Software Systems
by: Horvath, Gabor, et al.
Published: (2024)
by: Horvath, Gabor, et al.
Published: (2024)
Scientific Open-Source Software Is Less Likely to Become Abandoned Than One Might Think! Lessons from Curating a Catalog of Maintained Scientific Software
by: Thakur, Addi Malviya, et al.
Published: (2025)
by: Thakur, Addi Malviya, et al.
Published: (2025)
Exploring Scientific Debt: Harnessing AI for SATD Identification in Scientific Software
by: Melin, Eric L., et al.
Published: (2025)
by: Melin, Eric L., et al.
Published: (2025)
Demystifying Feature Requests: Leveraging LLMs to Refine Feature Requests in Open-Source Software
by: KC, Pragyan, et al.
Published: (2025)
by: KC, Pragyan, et al.
Published: (2025)
Towards a Metadata Schema for Energy Research Software
by: Ferenz, Stephan, et al.
Published: (2026)
by: Ferenz, Stephan, et al.
Published: (2026)
VGX: Large-Scale Sample Generation for Boosting Learning-Based Software Vulnerability Analyses
by: Nong, Yu, et al.
Published: (2023)
by: Nong, Yu, et al.
Published: (2023)
Does Documentation Matter? An Empirical Study of Practitioners' Perspective on Open-Source Software Adoption
by: Imani, Aaron, et al.
Published: (2024)
by: Imani, Aaron, et al.
Published: (2024)
LEO: An Open-Source Platform for Linking OMERO with Lab Notebooks and Heterogeneous Metadata Sources
by: Guerrero, Rodrigo Escobar Díaz, et al.
Published: (2025)
by: Guerrero, Rodrigo Escobar Díaz, et al.
Published: (2025)
Code-Survey: An LLM-Driven Methodology for Analyzing Large-Scale Codebases
by: Zheng, Yusheng, et al.
Published: (2024)
by: Zheng, Yusheng, et al.
Published: (2024)
Understanding the Issue Types in Open Source Blockchain-based Software Projects with the Transformer-based BERTopic
by: Opu, Md Nahidul Islam, et al.
Published: (2025)
by: Opu, Md Nahidul Islam, et al.
Published: (2025)
CXXCrafter: An LLM-Based Agent for Automated C/C++ Open Source Software Building
by: Yu, Zhengmin, et al.
Published: (2025)
by: Yu, Zhengmin, et al.
Published: (2025)
From Requirements to Code: Understanding Developer Practices in LLM-Assisted Software Engineering
by: Ullrich, Jonathan, et al.
Published: (2025)
by: Ullrich, Jonathan, et al.
Published: (2025)
Uncovering Scientific Software Sustainability through Community Engagement and Software Quality Metrics
by: Ahmed, Sharif, et al.
Published: (2025)
by: Ahmed, Sharif, et al.
Published: (2025)
Self-Admitted GenAI Usage in Open-Source Software
by: Xiao, Tao, et al.
Published: (2025)
by: Xiao, Tao, et al.
Published: (2025)
Scalable and Efficient Large-Scale Log Analysis with LLMs: An IT Software Support Case Study
by: Gupta, Pranjal, et al.
Published: (2025)
by: Gupta, Pranjal, et al.
Published: (2025)
Identifying Critical Dependencies in Large-Scale Continuous Software Engineering
by: Tkalich, Anastasiia, et al.
Published: (2025)
by: Tkalich, Anastasiia, et al.
Published: (2025)
Measuring Software Development Waste in Open-Source Software Projects
by: Varanasi, Dhiraj SM, et al.
Published: (2024)
by: Varanasi, Dhiraj SM, et al.
Published: (2024)
Rethinking Kernel Program Repair: Benchmarking and Enhancing LLMs with RGym
by: Shehada, Kareem, et al.
Published: (2025)
by: Shehada, Kareem, et al.
Published: (2025)
Customer Validation, Feedback and Collaboration in Large-Scale Continuous Software Development
by: Molamphy, David
Published: (2025)
by: Molamphy, David
Published: (2025)
Towards a Taxonomy for Autonomy in Large-Scale Agile Software Development
by: Lassenius, Casper, et al.
Published: (2025)
by: Lassenius, Casper, et al.
Published: (2025)
EVOSCAT: Exploring Software Change Dynamics in Large-Scale Historical Datasets
by: Serbout, Souhaila, et al.
Published: (2025)
by: Serbout, Souhaila, et al.
Published: (2025)
An Empirically Grounded Reference Architecture for Software Supply Chain Metadata Management
by: Tran, Nguyen Khoi, et al.
Published: (2023)
by: Tran, Nguyen Khoi, et al.
Published: (2023)
Structural Anchors and Reasoning Fragility:Understanding CoT Robustness in LLM4Code
by: Liu, Yang, et al.
Published: (2026)
by: Liu, Yang, et al.
Published: (2026)
ARC: Compiling Large Multi-Modal Requirement Documents into Runnable Software Systems
by: Kong, Weiyu, et al.
Published: (2026)
by: Kong, Weiyu, et al.
Published: (2026)
Large Language Model Unlearning for Source Code
by: Jiang, Xue, et al.
Published: (2025)
by: Jiang, Xue, et al.
Published: (2025)
ReadMe.LLM: A Framework to Help LLMs Understand Your Library
by: Wijaya, Sandya, et al.
Published: (2025)
by: Wijaya, Sandya, et al.
Published: (2025)
Can LLMs Replace Human Evaluators? An Empirical Study of LLM-as-a-Judge in Software Engineering
by: Wang, Ruiqi, et al.
Published: (2025)
by: Wang, Ruiqi, et al.
Published: (2025)
Understanding the Role of Large Language Models in Software Engineering: Evidence from an Industry Survey
by: de Brito, Vítor Mateus, et al.
Published: (2025)
by: de Brito, Vítor Mateus, et al.
Published: (2025)
Similar Items
-
An Empirical study on LLM-based Log Retrieval for Software Engineering Metadata Management
by: Sun, Simin, et al.
Published: (2025) -
ABFS: Natural Robustness Testing for LLM-based NLP Software
by: Xiao, Mingxuan, et al.
Published: (2025) -
Understanding Underrepresented Groups in Open Source Software
by: Santos, Reydne, et al.
Published: (2025) -
Understanding by Reconstruction: Reversing the Software Development Process for LLM Pretraining
by: Zeng, Zhiyuan, et al.
Published: (2026) -
SMECS: A Software Metadata Extraction and Curation Software
by: Ferenz, Stephan, et al.
Published: (2025)