Explore this collection of High Resolution Dark backgrounds perfect for your desktop or mobile device. Download high-resolution images for free. Our c...
Everything you need to know about Deveval A Manually Annotated Code Generation Benchmark Aligned With. Explore our curated collection and insights below.
Explore this collection of High Resolution Dark backgrounds perfect for your desktop or mobile device. Download high-resolution images for free. Our curated gallery features thousands of classic designs that will transform your screen into a stunning visual experience. Whether you need backgrounds for work, personal use, or creative projects, we have the perfect selection for you.
Best Ocean Illustrations in Mobile
Download modern Mountain images for your screen. Available in High Resolution and multiple resolutions. Our collection spans a wide range of styles, colors, and themes to suit every taste and preference. Whether you prefer minimalist designs or vibrant, colorful compositions, you will find exactly what you are looking for. All downloads are completely free and unlimited.
 remains an open question. We find that existing benchmarks are poorly aligned with real-world code repositories and are insufficient to evaluate the coding abilities of LLMs.%0A To address the knowledge gap%2C we propose a new benchmark named DevEval%2C which has three advances. (1) DevEval aligns with real-world repositories in multiple dimensions%2C e.g.%2C code distributions and dependency distributions. (2) DevEval is annotated by 13 developers and contains comprehensive annotations (e.g.%2C requirements%2C original repositories%2C reference code%2C and reference dependencies). (3) DevEval comprises 1%2C874 testing samples from 117 repositories%2C covering 10 popular domains (e.g.%2C Internet%2C Database). Based on DevEval%2C we propose repository-level code generation and evaluate 8 popular LLMs on DevEval (e.g.%2C gpt-4%2C gpt-3.5%2C StarCoder 2%2C DeepSeek Coder%2C CodeLLaMa). Our experiments reveal these LLMs' coding abilities in real-world code repositories. For example%2C in our experiments%2C the highest Pass%401 of gpt-4-turbo is only 53.04%25. We also analyze LLMs' failed cases and summarize their shortcomings. We hope DevEval can facilitate the development of LLMs in real code repositories. DevEval%2C prompts%2C and LLMs' predictions have been released.?quality=80&w=800)
Best Vintage Textures in Ultra HD
Discover premium City patterns in Full HD. Perfect for backgrounds, wallpapers, and creative projects. Each {subject} is carefully selected to ensure the highest quality and visual appeal. Browse through our extensive collection and find the perfect match for your style. Free downloads available with instant access to all resolutions.
Space Arts - Beautiful Ultra HD Collection
Immerse yourself in our world of perfect Gradient textures. Available in breathtaking Desktop resolution that showcases every detail with crystal clarity. Our platform is designed for easy browsing and quick downloads, ensuring you can find and save your favorite images in seconds. All content is carefully screened for quality and appropriateness.

Download Gorgeous Ocean Photo | High Resolution
Unlock endless possibilities with our modern Abstract pattern collection. Featuring Desktop resolution and stunning visual compositions. Our intuitive interface makes it easy to search, preview, and download your favorite images. Whether you need one {subject} or a hundred, we make the process simple and enjoyable.

Amazing Abstract Background - Mobile
Exclusive Colorful texture gallery featuring Desktop quality images. Free and premium options available. Browse through our carefully organized categories to quickly find what you need. Each {subject} comes with multiple resolution options to perfectly fit your screen. Download as many as you want, completely free, with no hidden fees or subscriptions required.

Professional 4K Dark Designs | Free Download
Download gorgeous Vintage illustrations for your screen. Available in 4K and multiple resolutions. Our collection spans a wide range of styles, colors, and themes to suit every taste and preference. Whether you prefer minimalist designs or vibrant, colorful compositions, you will find exactly what you are looking for. All downloads are completely free and unlimited.
High Quality Space Photo - HD
Discover a universe of perfect Gradient images in stunning HD. Our collection spans countless themes, styles, and aesthetics. From tranquil and calming to energetic and vibrant, find the perfect visual representation of your personality or brand. Free access to thousands of premium-quality images without any watermarks.
Download Amazing Vintage Wallpaper | HD
Your search for the perfect Colorful background ends here. Our Desktop gallery offers an unmatched selection of premium designs suitable for every context. From professional workspaces to personal devices, find images that resonate with your style. Easy downloads, no registration needed, completely free access.
Conclusion
We hope this guide on Deveval A Manually Annotated Code Generation Benchmark Aligned With has been helpful. Our team is constantly updating our gallery with the latest trends and high-quality resources. Check back soon for more updates on deveval a manually annotated code generation benchmark aligned with.
Related Visuals
- DevEval: A Manually-Annotated Code Generation Benchmark Aligned with ...
- DevEval: A Manually-Annotated Code Generation Benchmark Aligned with ...
- A Survey of Automatic Generation of Source Code Comments Algorithms and ...
- DA-Code: Agent Data Science Code Generation Benchmark for Large ...
- Figure 1 from EvoCodeBench: An Evolving Code Generation Benchmark with ...
- CoderEval: A Benchmark of Pragmatic Code Generation with Generative Pre ...
- AI Code Generation: New DevQualityEval Benchmark Reveals Which LLMs ...
- (PDF) Automatic Object Constraint Language Benchmark Generation 1. Overview
- A Machine Learning Benchmark Dataset for Code Understanding and ...
- CodeScope: An Execution-based Multilingual Multitask Multidimensional ...