Everything you need to know about Deveval A Manually Annotated Code Generation Benchmark Aligned With. Explore our curated collection and insights below.
Find the perfect Ocean photo from our extensive gallery. Ultra HD quality with instant download. We pride ourselves on offering only the most incredible and visually striking images available. Our team of curators works tirelessly to bring you fresh, exciting content every single day. Compatible with all devices and screen sizes.
8K Vintage Backgrounds for Desktop
Download incredible Vintage wallpapers for your screen. Available in HD 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)
Desktop Dark Photos for Desktop
Unlock endless possibilities with our incredible Vintage picture collection. Featuring Full HD 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.
Premium 8K Nature Pictures | Free Download
Discover premium Landscape backgrounds in Desktop. 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.

Download Premium Nature Texture | High Resolution
Explore this collection of Desktop Abstract photos perfect for your desktop or mobile device. Download high-resolution images for free. Our curated gallery features thousands of creative 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.

Abstract Illustration Collection - 8K Quality
Premium collection of creative Mountain illustrations. Optimized for all devices in stunning High Resolution. Each image is meticulously processed to ensure perfect color balance, sharpness, and clarity. Whether you are using a laptop, desktop, tablet, or smartphone, our {subject}s will look absolutely perfect. No registration required for free downloads.

Download Classic Ocean Image | Retina
Download perfect Vintage arts for your screen. Available in Ultra HD 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.

Download Perfect Minimal Art | Full HD
Curated professional Space illustrations perfect for any project. Professional 8K resolution meets artistic excellence. Whether you are a designer, content creator, or just someone who appreciates beautiful imagery, our collection has something special for you. Every image is royalty-free and ready for immediate use.

Abstract Picture Collection - High Resolution Quality
Stunning Desktop Mountain patterns that bring your screen to life. Our collection features modern designs created by talented artists from around the world. Each image is optimized for maximum visual impact while maintaining fast loading times. Perfect for desktop backgrounds, mobile wallpapers, or digital presentations. Download now and elevate your digital experience.

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 ...
- 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 ...
- GitHub - metric-analyzer/Case-Study-on-Code-Quality-of-AI-Assisted-Code ...