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Mutation testing consists of generating test cases that detect faults injected into software (generating mutants) which its original test suite could not. By running such an augmented set of test cases, it may discover actual faults that…

软件工程 · 计算机科学 2024-06-05 Jaekwon Lee , Enrico Viganò , Fabrizio Pastore , Lionel Briand

Self-Correction aims to enable large language models (LLMs) to self-verify and self-refine their initial responses without external feedback. However, LLMs often fail to effectively self-verify and generate correct feedback, further…

计算与语言 · 计算机科学 2025-05-28 Xiaoshuai Song , Yanan Wu , Weixun Wang , Jiaheng Liu , Wenbo Su , Bo Zheng

Language is an essential factor of emancipation. Unfortunately, most of the more than 2,000 African languages are low-resourced. The community has recently used machine translation to revive and strengthen several African languages.…

计算与语言 · 计算机科学 2021-12-23 Gilles Hacheme

Multi-Agent Systems (MAS) built on Large Language Models (LLMs) often exhibit high variance in their reasoning trajectories. Process verification, which evaluates intermediate steps in trajectories, has shown promise in general reasoning…

人工智能 · 计算机科学 2026-02-04 Vishal Venkataramani , Haizhou Shi , Zixuan Ke , Austin Xu , Xiaoxiao He , Yingbo Zhou , Semih Yavuz , Hao Wang , Shafiq Joty

Large language models (LLMs) often benefit from intermediate steps of reasoning to generate answers to complex problems. When these intermediate steps of reasoning are used to monitor the activity of the model, it is essential that this…

机器学习 · 计算机科学 2023-11-02 Fabien Roger , Ryan Greenblatt

Vibe coding, the much-touted use of AI techniques for programming, faces two overwhelming obstacles: the difficulty of specifying goals ("prompt engineering" is a form of requirements engineering, one of the toughest disciplines of software…

软件工程 · 计算机科学 2026-04-24 Bertrand Meyer

Large Language Models (LLMs) often produce outputs that -- though plausible -- can lack consistency and reliability, particularly in ambiguous or complex scenarios. Challenges arise from ensuring that outputs align with both factual…

人工智能 · 计算机科学 2024-10-03 Weitong Zhang , Chengqi Zang , Bernhard Kainz

This paper is about modeling and verification languages with their pros and cons. Modeling is dynamic part of system development process before realization. The cost and risky situations obligate designer to model system before production…

软件工程 · 计算机科学 2014-05-01 Mostafavi Amjad Davoud , Zolfy Lighvan Mina

We present a simple programming language based on G\"odel numbering and prime factorization, enhanced with explicit, scoped loops, allowing for easy program composition. Further, we will present a theorem prover that allows expressing and…

编程语言 · 计算机科学 2022-12-07 Boro Sitnikovski

In the digital age, ensuring the correctness, safety, and reliability of software through formal verification is paramount, particularly as software increasingly underpins critical infrastructure. Formal verification, split into theorem…

软件工程 · 计算机科学 2026-04-03 Zhiyong Chen , Jialun Cao , Jiarong Wu , Chang Xu , Shing-Chi Cheung

OpenJML is a tool for checking code and specifications of Java programs. We describe our experience building the tool on the foundation of JML, OpenJDK and Eclipse, as well as on many advances in specification-based software verification.…

软件工程 · 计算机科学 2014-04-29 David R. Cok

Large language models have become increasingly effective in software engineering tasks such as code generation, debugging and repair. Language models like ChatGPT can not only generate code, but also explain its inner workings and in…

软件工程 · 计算机科学 2025-10-15 Christian Janßen , Cedric Richter , Heike Wehrheim

Text watermarks for large language models (LLMs) have been commonly used to identify the origins of machine-generated content, which is promising for assessing liability when combating deepfake or harmful content. While existing…

密码学与安全 · 计算机科学 2024-10-30 Tong Zhou , Xuandong Zhao , Xiaolin Xu , Shaolei Ren

MoXI is a new intermediate verification language introduced in 2024 to promote the standardization and open-source implementations for symbolic model checking by extending the SMT-LIB 2 language with constructs to define state-transition…

软件工程 · 计算机科学 2024-07-23 Salih Ates , Dirk Beyer , Po-Chun Chien , Nian-Ze Lee

Large Language Models (LLMs) have exploded a new heatwave of AI for their ability to engage end-users in human-level conversations with detailed and articulate answers across many knowledge domains. In response to their fast adoption in…

Interactive proof assistants are computer programs carefully constructed to check a human-designed proof of a mathematical claim with high confidence in the implementation. However, this only validates truth of a formal claim, which may…

编程语言 · 计算机科学 2022-05-17 Colin S. Gordon , Sergey Matskevich

Large language models (LLMs) have achieved state-of-the-art performance in various software engineering tasks, including error detection, clone detection, and code translation, primarily leveraging high-resource programming languages like…

计算与语言 · 计算机科学 2025-06-11 Razan Baltaji , Saurabh Pujar , Louis Mandel , Martin Hirzel , Luca Buratti , Lav Varshney

We ask whether multilingual language models trained on unbalanced, English-dominated corpora use English as an internal pivot language -- a question of key importance for understanding how language models function and the origins of…

计算与语言 · 计算机科学 2024-06-12 Chris Wendler , Veniamin Veselovsky , Giovanni Monea , Robert West

In the past few years LLMs have emerged as a tool that can aid programmers by taking natural language descriptions and generating code based on it. However, the reliability of LLM code generation and current validation techniques for it are…

编程语言 · 计算机科学 2025-11-24 Aaron Councilman , David Jiahao Fu , Aryan Gupta , Chengxiao Wang , David Grove , Yu-Xiong Wang , Vikram Adve

Machine translation is the process of translating text from one language to another. In this paper, Statistical Machine Translation is done on Assamese and English language by taking their respective parallel corpus. A statistical phrase…

计算与语言 · 计算机科学 2014-07-09 Kalyanee Kanchan Baruah , Pranjal Das , Abdul Hannan , Shikhar Kr. Sarma
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