For each task, the first column contains non-neural methods (e.g. n-gram, TF-IDF, and (occasionally) static program analysis); the second column contains non-Transformer neural methods (e.g. LSTM, CNN, GNN); the third column contains Transformer based methods (e.g. BERT, GPT, T5). ...
{2022} } @article{ wang2023codet5plus, title={CodeT5+: Open Code Large Language Models for Code Understanding and Generation}, author={Wang, Yue and Le, Hung and Gotmare, Akhilesh Deepak and Bui, Nghi D.Q. and Li, Junnan and Hoi, Steven C. H.}, journal={arXiv preprint}, year=...
根据最近研究(Liu等，2023; Chen等，2023)概述的最佳实践，OpenCodeInterpreter的解决方案是通过贪婪解码生成的。 对于涉及GPT3.5 Turbo和GPT-4 Turbo的比较，论文保持温度设置为0。 EvalPlus的统一消毒工具后处理这些解决方案，然后使用EvalPlus的工具集跨四个基准进行评估。对于单轮代码生成，论文制定一个简单的指令...
ModelPass@1Pass@10Pass@100CodeGen-16B-multi19.234.655.2CodeGeeX-13B22.939.660.9Codex-12B28.846.872.3CodeT5Plus-16B-mono30.951.676.7Code-Cushman-00133.554.377.4LLaMA-65B23.7-79.3LLaMA2-70B29.9--CodeGen2.5-7B-mono33.458.482.7StarCoder-15B33.26184.7CodeGeeX2-6B35.962.688.3 HumanEval-X (Pass@1) Mo...
论文将OpenCodeInterpreter的单轮代码生成性能与GPT-3.5/4-Turbo、CodeLlama-Python、WizardCoder、Deepseek-Coder、CodeT5+等顶级模型进行了比较。利用2024年2月10日EvalPlus排行榜的数据,论文检查了OpenCodeInterpreter在HumanEval和MBPP基准测试以及它们的高级版本HumanEval+和MBPP+上的成就。
(model_name="codet5",task="pretrained",model_type="plus-220M",is_eval=True)dataset=CodeXGLUEDataset(tokenizer=model_class.get_tokenizer())train,test,validation=dataset.load(subset="text-to-code")train_dataset=CustomDataset(train[0],train[1])test_dataset=CustomDataset(test[0],test[1])val_...
46.8 72.3 CodeT5Plus16B-mono 30.9 51.6 76.7 Code-Cushman001 33.5 54.3 77.4 LLaMA-65B - 79.3 LLaMA2-70B29.9 - - CodeGen2.57B-mono 33.4 58.4 82.7 StarCoder- 33.2 61 84.7 CodeGeeX2- 35.9 62.6 88.3 HumanEval- (Pass@1) Model PythonC++ Java JavaScript Go Rust Overall CodeGen...
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Miller GA (1956) The magical number seven, plus or minus two: some limits on our capacity for processing information. Psychol Rev 63(2):81–97. https://doi.org/10.1037/h0043158 Article Google Scholar Mozilla (2023) Code reviews—Firefox source docs documentation. https://firefox-source-do...
http://supportforums.blackberry.com/t5/Tablet-OS-SDK-for-Adobe-AIR/Tips-Definitive-guide-to-AIR-apps-for-playbook/td-p/1080047js object and js function class February 17, 2012 var yung = { variable : xxx, add: function () { } } they are all accessible by other yung.Class = func...