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Context: Software development tools that interact with running programs such as debuggers, profilers, and dynamic analysis frameworks are presumed to demand difficult tradeoffs among implementation complexity (cost), functionality,…

Programming Languages · Computer Science 2018-03-28 Michael Van De Vanter , Chris Seaton , Michael Haupt , Christian Humer , Thomas Würthinger

A Materials Project based open-source Python tool, MPInterfaces, has been developed to automate the high-throughput computational screening and study of interfacial systems. The framework encompasses creation and manipulation of interface…

Composability is one of seven reasons for the long-standing and continuing success of MPI. Extending MPI by composing its operations with user-level operations provides useful integration with the progress engine and completion notification…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-27 Derek Schafer , Sheikh Ghafoor , Daniel Holmes , Martin Ruefenacht , Anthony Skjellum

Large Language Models (LLMs) are increasingly being integrated into various applications. The functionalities of recent LLMs can be flexibly modulated via natural language prompts. This renders them susceptible to targeted adversarial…

Cryptography and Security · Computer Science 2023-05-08 Kai Greshake , Sahar Abdelnabi , Shailesh Mishra , Christoph Endres , Thorsten Holz , Mario Fritz

Code intelligence plays a key role in transforming modern software engineering. Recently, deep learning-based models, especially Transformer-based large language models (LLMs), have demonstrated remarkable potential in tackling these tasks…

Software Engineering · Computer Science 2025-12-23 Nghi D. Q. Bui , Hung Le , Yue Wang , Junnan Li , Akhilesh Deepak Gotmare , Steven C. H. Hoi

Multilingual programs, whose implementations are made of different languages, are gaining traction especially in domains, such as web programming, that particularly benefit from the additional flexibility brought by using multiple…

Programming Languages · Computer Science 2024-07-17 Carlo A. Furia , Abhishek Tiwari

Cross-lingual knowledge transfer, especially between high- and low-resource languages, remains challenging in natural language processing (NLP). This study offers insights for improving cross-lingual NLP applications through the combination…

Computation and Language · Computer Science 2025-06-13 Ivan Vykopal , Simon Ostermann , Marián Šimko

The large variety of production implementations of the message passing interface (MPI) each provide unique and varying underlying algorithms. Each emerging supercomputer supports one or a small number of system MPI installations, tuned for…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-15 Amanda Bienz , Derek Schafer , Anthony Skjellum

Promptly porting patches from a source codebase to its variants (e.g., forks and branches) is essential for mitigating propagated defects and vulnerabilities. Recent studies have explored automated patch porting to reduce manual effort and…

Software Engineering · Computer Science 2026-04-03 Shengyi Pan , Zhongxin Liu , Jiayuan Zhou , Xing Hu , Xin Xia , Shanping Li

The progression of communication in the Message Passing Interface (MPI) is not well defined, yet it is critical for application performance, particularly in achieving effective computation and communication overlap. The opaque nature of MPI…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-16 Hui Zhou , Robert Latham , Ken Raffenetti , Yanfei Guo , Rajeev Thakur

Prototyping AI applications is notoriously difficult. While large language model (LLM) prompting has dramatically lowered the barriers to AI prototyping, designers are still prototyping AI functionality and UI separately. We investigate how…

Human-Computer Interaction · Computer Science 2023-10-25 Savvas Petridis , Michael Terry , Carrie J. Cai

Human Intelligence (HI) excels at combining basic skills to solve complex tasks. This capability is vital for Artificial Intelligence (AI) and should be embedded in comprehensive AI Agents, enabling them to harness expert models for complex…

Artificial Intelligence · Computer Science 2023-11-06 Yingqiang Ge , Wenyue Hua , Kai Mei , Jianchao Ji , Juntao Tan , Shuyuan Xu , Zelong Li , Yongfeng Zhang

To ensure resilient neural network processing on even unreliable hardware, comprehensive reliability analysis against various hardware faults is generally required before the deep neural network models are deployed, and efficient error…

Machine Learning · Computer Science 2023-12-25 Haitong Huang , Cheng Liu , Bo Liu , Xinghua Xue , Huawei Li , Xiaowei Li

Recent studies have revealed that when LLMs are appropriately prompted and configured, they demonstrate mixed results. Such results often meet or exceed the baseline performance. However, these comparisons have two primary issues. First,…

Software Engineering · Computer Science 2026-02-12 Rasmus Krebs , Somnath Mazumdar

Transliterating related languages that use different scripts into a common script is effective for improving crosslingual transfer in downstream tasks. However, this methodology often makes pretraining a model from scratch unavoidable, as…

Computation and Language · Computer Science 2024-12-17 Yihong Liu , Chunlan Ma , Haotian Ye , Hinrich Schütze

Compound AI systems, orchestrating multiple AI components and external APIs, are increasingly vital but face challenges in managing complexity, handling ambiguity, and enabling effective development workflows. Existing frameworks often…

Artificial Intelligence · Computer Science 2025-04-08 Helena Zhang , Jakobi Haskell , Yosef Frost

MPI is the most widely used interface for high-performance computing (HPC) workloads. Its success lies in its embrace of libraries and ability to evolve while maintaining backward compatibility for older codes, enabling them to run on new…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-23 Jeff R. Hammond , Lisandro Dalcin , Erik Schnetter , Marc Pérache , Jean-Baptiste Besnard , Jed Brown , Gonzalo Brito Gadeschi , Joseph Schuchart , Simon Byrne , Hui Zhou

The proliferation of Large Language Models like ChatGPT has significantly advanced language understanding and generation, impacting a broad spectrum of applications. However, these models predominantly excel in text-based tasks, overlooking…

Computation and Language · Computer Science 2023-11-23 Xiao Liu , Jianfeng Lin , Jiawei Zhang

A decade after its first release, the Go programming language has become a major programming language in the development landscape. While praised for its clean syntax and C-like performance, Go also contains a strong static type-system that…

Software Engineering · Computer Science 2021-10-12 Diego Elias Costa , Suhaib Mujahid , Rabe Abdalkareem , Emad Shihab

The recent development of large language models (LLMs) with multi-billion parameters, coupled with the creation of user-friendly application programming interfaces (APIs), has paved the way for automatically generating and executing code in…

Artificial Intelligence · Computer Science 2023-12-14 Alejandro Duque , Abdullah Syed , Kastan V. Day , Matthew J. Berry , Daniel S. Katz , Volodymyr V. Kindratenko