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Large language models (LLMs) have transformed code generation. However, most existing approaches focus on mainstream languages such as Python and Java, neglecting the Solidity language, the predominant programming language for Ethereum…

Software Engineering · Computer Science 2025-08-27 Zhiyuan Peng , Xin Yin , Rui Qian , Peiqin Lin , Yongkang Liu , Hao Zhang , Chenhao Ying , Yuan Luo

We introduce SmartEval, a benchmark for systematically evaluating the quality of Solidity smart contracts generated by large language models (LLMs) from natural language specifications. SmartEval provides a corpus of 9,000 generated…

Multiagent Systems · Computer Science 2026-05-12 Abhinav Goel , Agostino Capponi , Alfio Gliozzo , Chaitya Shah

Smart contracts, predominantly written in Solidity and deployed on blockchains such as Ethereum, are immutable after deployment, making functional correctness critical. However, existing evaluations of Solidity code generation rely largely…

Software Engineering · Computer Science 2026-01-28 Zaoyu Chen , Haoran Qin , Nuo Chen , Xiangyu Zhao , Lei Xue , Xiapu Luo , Xiao-Ming Wu

Large language models (LLMs) have been widely adopted in modern software development lifecycles, where they are increasingly used to automate and assist code generation, significantly improving developer productivity and reducing…

Cryptography and Security · Computer Science 2026-02-05 Hoang Long Do , Nasrin Sohrabi , Muneeb Ul Hassan

Smart Contracts are critical components of blockchain ecosystems, with Solidity as the dominant programming language. While LLMs excel at general-purpose code generation, the unique constraints of Smart Contracts, such as gas consumption,…

Software Engineering · Computer Science 2025-11-24 Francesco Salzano , Simone Scalabrino , Rocco Oliveto , Remo Pareschi

This study analyzes the application of code-generating Large Language Models in the creation of immutable Solidity smart contracts on the Ethereum Blockchain. Other works have previously analyzed Artificial Intelligence code generation…

Software Engineering · Computer Science 2024-11-06 Siddhartha Chatterjee , Bina Ramamurthy

Context: Decentralized applications on blockchain platforms are realized through smart contracts. However, participants who lack programming knowledge often have difficulties reading the smart contract source codes, which leads to potential…

Software Engineering · Computer Science 2022-01-11 Chaochen Shi , Yong Xiang , Jiangshan Yu , Keshav Sood , Longxiang Gao

Current code generation evaluation measures functional correctness on well-formed inputs that satisfy all input preconditions. This paradigm has a critical limitation: task descriptions often leave these preconditions implicit, while…

Artificial Intelligence · Computer Science 2026-04-21 Soohan Lim , Joonghyuk Hahn , Hyunwoo Park , Sang-Ki Ko , Yo-Sub Han

Smart contracts are computer programs that run on blockchain platforms, with Solidity being the most widely used language for their development. As blockchain technology advances, smart contracts have become increasingly important across…

Software Engineering · Computer Science 2025-06-05 Lantian Li , Zhihao Liu , Zhongxing Yu

Smart contracts are the backbone of the decentralized web, yet ensuring their functional correctness and security remains a critical challenge. While Large Language Models (LLMs) have shown promise in code generation, they often struggle…

Software Engineering · Computer Science 2026-02-02 Wei Chen , Zhiyuan Peng , Xin Yin , Chao Ni , Chenhao Ying , Bang Xie , Yuan Luo

With the increasing security issues in blockchain, smart contract vulnerability detection has become a research focus. Existing vulnerability detection methods have their limitations: 1) Static analysis methods struggle with complex…

Cryptography and Security · Computer Science 2025-07-31 Lei Yu , Shiqi Cheng , Zhirong Huang , Jingyuan Zhang , Chenjie Shen , Junyi Lu , Li Yang , Fengjun Zhang , Jiajia Ma

The irreversible nature of blockchain transactions makes the identification of smart contract vulnerabilities an essential requirement for secure system development. While Large Language Models (LLMs) are increasingly integrated into…

Cryptography and Security · Computer Science 2026-05-13 Stefan-Claudiu Susan , Andrei Arusoaie , Dorel Lucanu

Smart Contracts are essential blockchain components, mainly written in Solidity. The high availability of public Solidity code leads to frequent reuse and high clone ratios. Since cloning can propagate vulnerabilities and flaws, effective…

Large language models (LLMs) excel at generating code from natural language instructions, yet they often lack an understanding of security vulnerabilities. This limitation makes it difficult for LLMs to avoid security risks in generated…

Cryptography and Security · Computer Science 2025-05-08 Lingxiang Wang , Hainan Zhang , Qinnan Zhang , Ziwei Wang , Hongwei Zheng , Jin Dong , Zhiming Zheng

As a blockchain platform that has developed vigorously in recent years, Ethereum is different from Bitcoin in that it introduces smart contracts into blockchain.Solidity is one of the most mature and widely used smart contract programming…

Software Engineering · Computer Science 2019-11-25 Pengcheng Zhang , Feng Xiao , Xiapu Luo

As blockchain technology and smart contracts become widely adopted, securing them throughout every stage of the transaction process is essential. The concern of improved security for smart contracts is to find and detect vulnerabilities…

Cryptography and Security · Computer Science 2025-03-11 S M Mostaq Hossain , Amani Altarawneh , Jesse Roberts

Smart contract comment generation has gained traction as a means to improve code comprehension and maintainability in blockchain systems. However, evaluating the quality of generated comments remains a challenge. Traditional metrics such as…

Artificial Intelligence · Computer Science 2025-07-29 Fatou Ndiaye Mbodji

Smart contracts can implement and automate parts of legal contracts, but ensuring their legal compliance remains challenging. Existing approaches such as formal specification, verification, and model-based development require expertise in…

Software Engineering · Computer Science 2025-06-03 Chanuka Wijayakoon , Hai Dong , H. M. N. Dilum Bandara , Zahir Tari , Anurag Soin

Formal verification of smart contracts has become a hot topic in academic and industrial research, given the growing value of assets managed by decentralized applications and the consequent incentive for adversaries to tamper with them.…

Logic in Computer Science · Computer Science 2024-02-19 Massimo Bartoletti , Fabio Fioravanti , Giulia Matricardi , Roberto Pettinau , Franco Sainas

Solidity is an object-oriented and high-level language for writing smart contracts that are used to execute, verify and enforce credible transactions on permissionless blockchains. In the last few years, analysis of smart contracts has…

Software Engineering · Computer Science 2019-08-16 Chao Peng , Sefa Akca , Ajitha Rajan
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