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To enhance developer productivity, all modern integrated development environments (IDEs) include code suggestion functionality that proposes likely next tokens at the cursor. While current IDEs work well for statically-typed languages,…

神经与进化计算 · 计算机科学 2016-11-28 Avishkar Bhoopchand , Tim Rocktäschel , Earl Barr , Sebastian Riedel

Gradual typing enables developers to annotate types of their own choosing, offering a flexible middle ground between no type annotations and a fully statically typed language. As more and more code bases get type-annotated, static type…

软件工程 · 计算机科学 2024-01-15 Yiu Wai Chow , Luca Di Grazia , Michael Pradel

In today's software world with its cornucopia of reusable software libraries, when a programmer is faced with a programming task that they suspect can be completed through the use of a library, they often look for code examples using a…

软件工程 · 计算机科学 2021-10-08 Geert Heyman , Rafael Huysegems , Pascal Justen , Tom Van Cutsem

Python has emerged as one of the most popular programming languages, extensively utilized in domains such as machine learning, data analysis, and web applications. Python's dynamic nature and extensive usage make it an attractive candidate…

软件工程 · 计算机科学 2024-03-04 Islem Bouzenia , Bajaj Piyush Krishan , Michael Pradel

$\textit{Pymc-learn}$ is a Python package providing a variety of state-of-the-art probabilistic models for supervised and unsupervised machine learning. It is inspired by $\textit{scikit-learn}$ and focuses on bringing probabilistic machine…

机器学习 · 统计学 2018-11-05 Daniel Emaasit

Selecting third-party software packages in open-source ecosystems like Python is challenging due to the large number of alternatives and limited transparent evidence for comparison. Generative AI tools are increasingly used in development…

Mining repetitive code changes from version control history is a common way of discovering unknown change patterns. Such change patterns can be used in code recommender systems or automated program repair techniques. While there are such…

软件工程 · 计算机科学 2023-04-12 Akalanka Galappaththi , Sarah Nadi

Compile-time information flow analysis has been a promising technique for protecting confidentiality and integrity of private data. In the last couple of decades, a large number of information flow security tools in the form of run-time…

编程语言 · 计算机科学 2021-03-11 Sandip Ghosal , R. K. Shyamasundar

Idioms are figurative expressions whose meanings often cannot be inferred from their individual words, making them difficult to process computationally and posing challenges for human experimental studies. This survey reviews datasets…

计算与语言 · 计算机科学 2025-08-19 Michael Flor , Xinyi Liu , Anna Feldman

Modern programming languages, such as Python, support language features from several paradigms, such as object-oriented, procedural, and functional. Research has shown that code written in some paradigms can be harder to comprehend, but to…

软件工程 · 计算机科学 2025-11-12 Samuel W. Flint , Jigyasa Chauhan , Niloofar Mansoor , Bonita Sharif , Robert Dyer

As one of the most popular dynamic languages, Python experiences a decrease in readability and maintainability when code smells are present. Recent advancements in Large Language Models have sparked growing interest in AI-enabled tools for…

软件工程 · 计算机科学 2024-08-22 Beiqi Zhang , Peng Liang , Qiong Feng , Yujia Fu , Zengyang Li

Dynamically typed languages such as Python have become very popular. Among other strengths, Python's dynamic nature and its straightforward linking to native code have made it the de-facto language for many research areas such as Artificial…

编程语言 · 计算机科学 2023-01-13 Wenting Zhao , Ibrahim Abdelaziz , Julian Dolby , Kavitha Srinivas , Mossad Helali , Essam Mansour

Context: Gradually-typed languages allow typed and untyped code to interoperate, but typically come with significant drawbacks. In some languages, the types are unreliable; in others, communication across type boundaries can be extremely…

编程语言 · 计算机科学 2022-06-29 Kuang-Chen Lu , Ben Greenman , Carl Meyer , Dino Viehland , Aniket Panse , Shriram Krishnamurthi

Python is a multi-paradigm programming language that fully supports object-oriented (OO) programming. The language allows writing code in a non-procedural imperative manner, using procedures, using classes, or in a functional style. To…

软件工程 · 计算机科学 2022-09-07 Robert Dyer , Jigyasa Chauhan

This paper presents Tyche, a Python library to facilitate probabilistic reasoning in uncertain worlds through the construction, querying, and learning of belief models. Tyche uses aleatoric description logic (ADL), which provides…

人工智能 · 计算机科学 2022-08-23 Padraig X. Lamont

Python has become the de-facto language for training deep neural networks, coupling a large suite of scientific computing libraries with efficient libraries for tensor computation such as PyTorch or TensorFlow. However, when models are used…

机器学习 · 计算机科学 2021-04-02 Zachary DeVito , Jason Ansel , Will Constable , Michael Suo , Ailing Zhang , Kim Hazelwood

Program synthesis of general-purpose source code from natural language specifications is challenging due to the need to reason about high-level patterns in the target program and low-level implementation details at the same time. In this…

机器学习 · 计算机科学 2019-11-06 Richard Shin , Miltiadis Allamanis , Marc Brockschmidt , Oleksandr Polozov

Python has become a popular programming language because of its excellent programmability. Many modern software packages utilize Python for high-level algorithm design and depend on native libraries written in C/C++/Fortran for efficient…

编程语言 · 计算机科学 2021-07-02 Jialiang Tan , Yu Chen , Zhenming Liu , Bin Ren , Shuaiwen Leon Song , Xipeng Shen , Xu Liu

The availability of open-source software is playing a remarkable role in the popularization of speech recognition and deep learning. Kaldi, for instance, is nowadays an established framework used to develop state-of-the-art speech…

音频与语音处理 · 电气工程与系统科学 2019-02-19 Mirco Ravanelli , Titouan Parcollet , Yoshua Bengio

Gradually-typed languages feature a dynamic type that supports implicit coercions, greatly weakening the type system but making types easier to adopt. Understanding how developers use this dynamic type is a critical question for the design…

编程语言 · 计算机科学 2025-03-13 Dibri Nsofor , Ben Greenman