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In this paper, we propose a new concept called \textit{semantically equivalence} \wrt \textit{optimization phases} \textit{(\sep)}, which defines the set of programs a compiler considers semantically equivalent to the input using a set of…

Programming Languages · Computer Science 2024-10-23 Yu Wang , Hongyu Chen , Ke Wang

A compiler is fully-abstract if the compilation from source language programs to target language programs reflects and preserves behavioural equivalence. Such compilers have important security benefits, as they limit the power of an…

Programming Languages · Computer Science 2023-06-22 Dominique Devriese , Marco Patrignani , Frank Piessens , Steven Keuchel

This paper describes how to verify a parser for regular expressions in a functional programming language using predicate transformer semantics for a variety of effects. Where our previous work in this area focused on the semantics for a…

Logic in Computer Science · Computer Science 2020-05-05 Anne Baanen , Wouter Swierstra

Recent advances in automatic evaluation metrics for text have shown that deep contextualized word representations, such as those generated by BERT encoders, are helpful for designing metrics that correlate well with human judgements. At the…

Computation and Language · Computer Science 2020-10-14 Xi Chen , Nan Ding , Tomer Levinboim , Radu Soricut

Multilingual representations have mostly been evaluated based on their performance on specific tasks. In this article, we look beyond engineering goals and analyze the relations between languages in computational representations. We…

Computation and Language · Computer Science 2020-11-18 Lisa Beinborn , Rochelle Choenni

Traditional robot simulators focus on physical process modeling and realistic rendering, often suffering from high computational costs, inefficiencies, and limited adaptability. To handle this issue, we concentrate on behavior simulation in…

Robotics · Computer Science 2025-09-09 Jianan Wang , Bin Li , Jingtao Qi , Xueying Wang , Fu Li , Hanxun Li

Classes on compiler technology are commonly found in Computer Science curricula, covering aspects of parsing, semantic analysis, intermediate transformations and target code generation. This paper reports on introducing certified…

Programming Languages · Computer Science 2019-06-28 Per Lindgren , Marcus Lindner , Nils Fitinghoff

Because loops execute their body many times, compiler developers place much emphasis on their optimization. Nevertheless, in view of highly diverse source code and hardware, compilers still struggle to produce optimal target code. The sheer…

Programming Languages · Computer Science 2021-03-01 Rahim Mammadli , Marija Selakovic , Felix Wolf , Michael Pradel

Machine translation has wide applications in daily life. In mission-critical applications such as translating official documents, incorrect translation can have unpleasant or sometimes catastrophic consequences. This motivates recent…

Software Engineering · Computer Science 2022-04-07 Jialun Cao , Meiziniu Li , Yeting Li , Ming Wen , Shing-Chi Cheung

Large language models deliver strong generative performance but at the cost of massive parameter counts, memory use, and decoding latency. Prior work has shown that pruning and structured sparsity can preserve accuracy under substantial…

Computation and Language · Computer Science 2026-04-17 Andrew Kiruluta

Automatically generating compilable programs with (or without) natural language descriptions has always been a touchstone problem for computational linguistics and automated software engineering. Existing deep-learning approaches model code…

Computation and Language · Computer Science 2022-03-11 Xin Wang , Yasheng Wang , Yao Wan , Fei Mi , Yitong Li , Pingyi Zhou , Jin Liu , Hao Wu , Xin Jiang , Qun Liu

To refactor already working code while keeping reliability, compatibility and perhaps security, we can borrow ideas from micropass/nanopass compilers. By treating the procedure of software refactoring as composing code transformations, and…

Software Engineering · Computer Science 2023-08-15 Yu Liu

Large Language Models (LLMs) employing Chain-of-Thought (CoT) prompting have broadened the scope for improving multi-step reasoning capabilities. We generally divide multi-step reasoning into two phases: path generation to generate the…

Computation and Language · Computer Science 2024-08-20 Shumin Deng , Ningyu Zhang , Nay Oo , Bryan Hooi

Formal verification of large C programs is impeded by state-space explosion: Bounded Model Checking (BMC) tools must encode the entire state space up to the predetermined bound by unrolling all nested constructs. We present ConVer, a…

Software Engineering · Computer Science 2026-05-27 Muhammad A. A. Pirzada , Weiqi Wang , Yiannis Charalambous , Konstantin Korovin , Lucas C. Cordeiro

Small language models like T5 excel in generating high-quality text for data-to-text tasks, offering adaptability and cost-efficiency compared to Large Language Models (LLMs). However, they frequently miss keywords, which is considered one…

Computation and Language · Computer Science 2025-08-05 Xuan Ren , Zeyu Zhang , Lingqiao Liu

In this study, we investigate the use of large language models (LLMs), specifically ChatGPT, for structured deductive qualitative coding. While most current research emphasizes inductive coding applications, we address the underexplored…

Human-Computer Interaction · Computer Science 2025-07-22 Angjelin Hila , Elliott Hauser

The rise of automated code generation tools, such as large language models (LLMs), has introduced new challenges in ensuring the correctness and efficiency of scientific software, particularly in complex kernels, where numerical stability,…

Programming Languages · Computer Science 2025-01-17 Naifeng Zhang , Sanil Rao , Mike Franusich , Franz Franchetti

The rapid advancement of Large Language Models (LLMs) has outpaced the scalability of traditional evaluation benchmarks, which remain heavily dependent on labor-intensive expert curation. We address this bottleneck with Conv-to-Bench, a…

Ensuring semantic consistency between source code and its accompanying comments is crucial for program comprehension, effective debugging, and long-term maintainability. Comment inconsistency arises when developers modify code but neglect…

Software Engineering · Computer Science 2025-12-25 Phong Nguyen , Anh M. T. Bui , Phuong T. Nguyen

Code Large Language Models (Code LLMs) have excelled at tasks like code completion but often miss deeper semantics such as execution effects and dynamic states. This paper aims to bridge the gap between Code LLMs' reliance on static text…

Computation and Language · Computer Science 2024-11-04 Yangruibo Ding , Jinjun Peng , Marcus J. Min , Gail Kaiser , Junfeng Yang , Baishakhi Ray
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