Model And Hand Code Repository
![Examples of hand models and mechanisms, [1-4, 9,10] | Download ...](https://www.researchgate.net/publication/276185051/figure/fig1/AS:461772160278528@1487106470502/Examples-of-hand-models-and-mechanisms-1-4-9-10_Q640.jpg)
![2. Repository Pattern - Architecture Patterns with Python [Book]](https://www.oreilly.com/api/v2/epubs/9781492052197/files/assets/apwp_0201.png)
%20remains%20an%20open%20question.%20We%20find%20that%20existing%20benchmarks%20are%20poorly%20aligned%20with%20real-world%20code%20repositories%20and%20are%20insufficient%20to%20evaluate%20the%20coding%20abilities%20of%20LLMs.%0A%20%20To%20address%20the%20knowledge%20gap%2C%20we%20propose%20a%20new%20benchmark%20named%20DevEval%2C%20which%20has%20three%20advances.%20(1)%20DevEval%20aligns%20with%20real-world%20repositories%20in%20multiple%20dimensions%2C%20e.g.%2C%20code%20distributions%20and%20dependency%20distributions.%20(2)%20DevEval%20is%20annotated%20by%2013%20developers%20and%20contains%20comprehensive%20annotations%20(e.g.%2C%20requirements%2C%20original%20repositories%2C%20reference%20code%2C%20and%20reference%20dependencies).%20(3)%20DevEval%20comprises%201%2C874%20testing%20samples%20from%20117%20repositories%2C%20covering%2010%20popular%20domains%20(e.g.%2C%20Internet%2C%20Database).%20Based%20on%20DevEval%2C%20we%20propose%20repository-level%20code%20generation%20and%20evaluate%208%20popular%20LLMs%20on%20DevEval%20(e.g.%2C%20gpt-4%2C%20gpt-3.5%2C%20StarCoder%202%2C%20DeepSeek%20Coder%2C%20CodeLLaMa).%20Our%20experiments%20reveal%20these%20LLMs'%20coding%20abilities%20in%20real-world%20code%20repositories.%20For%20example%2C%20in%20our%20experiments%2C%20the%20highest%20Pass%401%20of%20gpt-4-turbo%20is%20only%2053.04%25.%20We%20also%20analyze%20LLMs'%20failed%20cases%20and%20summarize%20their%20shortcomings.%20We%20hope%20DevEval%20can%20facilitate%20the%20development%20of%20LLMs%20in%20real%20code%20repositories.%20DevEval%2C%20prompts%2C%20and%20LLMs'%20predictions%20have%20been%20released.)
![[handbyhand] Hand modeling - 郝壹贰叁 - 博客园](https://img2022.cnblogs.com/blog/310015/202203/310015-20220328184020597-1147531096.png)
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