StarCoder: A State-of-the-Art LLM for Code

Creating a Coding Assistant with StarCoder

StarCoder2-Instruct: Fully Transparent and Permissive Self-Alignment for Code Generation

Introducing the LiveCodeBench Leaderboard - Holistic and Contamination-Free Evaluation of Code LLMs

CodeGemma - an official Google release for code LLMs

T-LLM Compiler: Trusted LLM-based Code Optimization and Verification Framework

arXiv:2608. 14953v1 Announce Type: new Abstract: Recent advances in Large Language Models (LLMs) have opened opportunities to apply high-level code transformations to the field of code optimization, and it has since emerged as one of the most fundamental tasks for LLMs to perform; however, at present, LLMs struggle to apply wide-ranging code optimization tasks due to both the complexity of the code and the inability to independently verify the correctness of the transformations.

📚 3LM: A Benchmark for Arabic LLMs in STEM and Code

LLM4RTL: Tool-Assisted LLM for RTL Generation

arXiv:2606. 15500v1 Announce Type: cross Abstract: Large language models (LLMs) have facilitated impressive progress in software engineering, code generation, tooling, and systems.

LLM-Based Embeddings for Program Analysis and Optimization

arXiv:2608. 07894v1 Announce Type: new Abstract: Recent advances have highlighted the potential of machine learning, particularly Large Language Models (LLMs), for analyzing and optimizing programs.

Benchmarking LLMs for Verilog Design Flows

arXiv:2607. 22759v1 Announce Type: cross Abstract: Large language models (LLMs) show promise in code generation, but their capabilities to produce correct, synthesizable hardware description language (HDL) code still remain to be properly benchmarked.

SyGra: The One-Stop Framework for Building Data for LLMs and SLMs

FLARE: Fine-Grained Diagnostic Feedback for LLM Code Refinement

arXiv:2606. 03852v1 Announce Type: cross Abstract: Large language models often generate code with bugs.

Training CodeParrot 🦜 from Scratch