CodeTF: One-stop Transformer Library for State-of-the-art Code LLM
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Updated
May 21, 2024 - Python
CodeTF: One-stop Transformer Library for State-of-the-art Code LLM
A curated list of papers, theses, datasets, and tools related to the application of Machine Learning for Software Engineering
Magicoder: Source Code Is All You Need
✅SRepair: Powerful LLM-based Program Repairer with $0.029/Fixed Bug
Code and Data artifact for NeurIPS 2023 paper - "Monitor-Guided Decoding of Code LMs with Static Analysis of Repository Context". `multispy` is a lsp client library in Python intended to be used to build applications around language servers.
[EMNLP 2023] The Vault: A Comprehensive Multilingual Dataset for Advancing Code Understanding and Generation
Open-source Self-Instruction Tuning Code LLM
[SANER 2023] "CLAWSAT: Towards Both Robust and Accurate Code Models" by Jinghan Jia*, Shashank Srikant*, Tamara Mitrovska, Chuang Gan, Shiyu Chang, Sijia Liu, Una-May O'Reilly
This paper explores the idea of using heterogeneous graph neural networks (Het-GNN) to partition old legacy monoliths into candidate microservices. We additionally take membership constraints that come from a subject matter expert who has deep domain knowledge of the application.
[ICLR 2021] "Generating Adversarial Computer Programs using Optimized Obfuscations" by Shashank Srikant, Sijia Liu, Tamara Mitrovska, Shiyu Chang, Quanfu Fan, Gaoyuan Zhang, and Una-May O'Reilly
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