[ICML'24] Magicoder: Empowering Code Generation with OSS-Instruct

large-language-models ai4code llm llm4code

• Updated Nov 1, 2024
• Python

A curated list of papers, theses, datasets, and tools related to the application of Machine Learning for Software Engineering

machine-learning research tools deep-learning code software-engineering papers datasets theses ml4code tudelft ml4se ai4se ai4code llm4code

• Updated Nov 6, 2025

[NeurIPS'24] SelfCodeAlign: Self-Alignment for Code Generation

large-language-models llm llm4code

• Updated Feb 24, 2025
• Python

MPLSandbox is an out-of-the-box multi-programming language sandbox designed to provide unified and comprehensive feedback from compiler and analysis tools for LLMs.

tool sandbox analysis-framework llm llm4code

• Updated Apr 15, 2025
• Python

For our CCS24 paper 🏆 "ReSym: Harnessing LLMs to Recover Variable and Data Structure Symbols from Stripped Binaries" by Danning Xie, Zhuo Zhang, Nan Jiang, Xiangzhe Xu, Lin Tan, and Xiangyu Zhang. 🏆 ACM SIGSAC Distinguished Paper Award Winner

reverseengineering llm llm4code binaryanalysis

• Updated Apr 10, 2025
• Makefile

✅SRepair: Powerful LLM-based Program Repairer with $0.029/Fixed Bug

program-repair defects4j automated-program-repair large-language-models ai4code llm llm4code

• Updated Apr 23, 2026
• Java

Indexing three datasets for GPTScan

solidity llm llm4code llm4sec

• Updated Jun 11, 2024
• Python

For our ICSE23 paper "Impact of Code Language Models on Automated Program Repair" by Nan Jiang, Kevin Liu, Thibaud Lutellier, and Lin Tan

deep-learning program-repair software-reliability llm llm4code

• Updated Oct 16, 2024
• Python

Simultaneous evaluation on both functionality and security of LLM-generated code.

vulnerability llm4code

• Updated Jul 30, 2026
• Python

For our ISSTA23 paper "How Effective are Neural Networks for Fixing Security Vulnerabilities?" by Yi Wu, Nan Jiang, Hung Viet Pham, Thibaud Lutellier, Jordan Davis, Lin Tan, Petr Babkin, and Sameena Shah.

security program-repair llm vulnerability-repair llm4code

• Updated Nov 13, 2023
• Java

[ACL'25 Findings] Official repo for "HumanEval Pro and MBPP Pro: Evaluating Large Language Models on Self-invoking Code Generation Task"

code-generation llm llm-evaluation llm-evaluation-toolkit llm4code llm-reasoning

• Updated Apr 7, 2025
• Python

Flow Chart Image-to-Code Generation

code-generation flowchart-diagrams llm4code figure-captioning

• Updated Aug 13, 2023
• Python

Dataflow-guided retrieval augmentation for repository-level code completion, ACL 2024 (main)

code-completion rag llm4code

• Updated Mar 24, 2025
• Python

Collections of research, benchmarks and tools towards more robust and reliable language models for code; LM4Code; LM4SE; reliable LLM; LLM4Code

reliability code-generation language-models code-intelligence software- llm4code lm4se

• Updated Dec 14, 2023

OmniCode: A Diverse Software Engineering Benchmark for Evaluating Large Language Models

benchmark software-engineering code-generation llm4code

• Updated Apr 17, 2026
• Python

For our ACL25 Paper: Can Language Models Replace Programmers? RepoCod Says ‘Not Yet’ - by Shanchao Liang and Yiran Hu and Nan Jiang and Lin Tan

benchmark code-completion multimodal llm mllm llm4code

• Updated Aug 27, 2025
• Python

Code for ACL (main) paper "JumpCoder: Go Beyond Autoregressive Coder via Online Modification"

large-language-models llm llm4code

• Updated May 18, 2024
• Python

[AAAI 2025] The official code of the paper "InverseCoder: Unleashing the Power of Instruction-Tuned Code LLMs with Inverse-Instruct"(https://arxiv.org/abs/2407.05700).

synthetic-data finetuning large-language-models ai4code llms llm4code

• Updated Jul 10, 2024
• Python

For ACL25 paper "WAFFLE: Multi-Modal Model for Automated Front-End Development" - by Shanchao Liang and Nan Jiang and Shangshu Qian and Lin Tan

web-development reverse-engineering front-end-development llm llm4code

• Updated May 28, 2025
• Python

RTL error Analysis

eda llm4code

• Updated Aug 8, 2025
• SystemVerilog