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Ranking LLM-Generated Loop Invariants for Program Verification
v1v2v3 (latest)

Ranking LLM-Generated Loop Invariants for Program Verification

13 October 2023
Saikat Chakraborty
Shuvendu K. Lahiri
Sarah Fakhoury
Madanlal Musuvathi
Akash Lal
Aseem Rastogi
Aditya Senthilnathan
Rahul Sharma
Nikhil Swamy
ArXiv (abs)PDFHTMLHuggingFace (4 upvotes)Github (11★)

Papers citing "Ranking LLM-Generated Loop Invariants for Program Verification"

12 / 12 papers shown
LLM For Loop Invariant Generation and Fixing: How Far Are We?
LLM For Loop Invariant Generation and Fixing: How Far Are We?
Mostafijur Rahman Akhond
Saikat Chakraborty
Gias Uddin
205
1
0
09 Nov 2025
Exploring the Feasibility of End-to-End Large Language Model as a Compiler
Exploring the Feasibility of End-to-End Large Language Model as a Compiler
H. Zhang
Shihao Gao
Yang Liu
Mingjie Xing
Yanjun Wu
Chen Zhao
149
0
0
06 Nov 2025
Agentic Specification Generator for Move Programs
Agentic Specification Generator for Move Programs
Yu-Fu Fu
Meng Xu
Taesoo Kim
67
1
0
29 Sep 2025
Locus: Agentic Predicate Synthesis for Directed Fuzzing
Locus: Agentic Predicate Synthesis for Directed Fuzzing
Jie Zhu
Chihao Shen
Ziyang Li
Jiahao Yu
Yizheng Chen
Kexin Pei
111
3
0
29 Aug 2025
Loop Invariant Generation: A Hybrid Framework of Reasoning optimised LLMs and SMT Solvers
Loop Invariant Generation: A Hybrid Framework of Reasoning optimised LLMs and SMT Solvers
Varun Bharti
Shashwat Jha
Dhruv Kumar
Pankaj Jalote
LRM
116
1
0
01 Aug 2025
CETBench: A Novel Dataset constructed via Transformations over Programs for Benchmarking LLMs for Code-Equivalence Checking
CETBench: A Novel Dataset constructed via Transformations over Programs for Benchmarking LLMs for Code-Equivalence Checking
Neeva Oza
Ishaan Govil
Parul Gupta
Dinesh Khandelwal
Dinesh Garg
Parag Singla
240
1
0
04 Jun 2025
EditLord: Learning Code Transformation Rules for Code Editing
EditLord: Learning Code Transformation Rules for Code Editing
Weichen Li
Albert Jan
Baishakhi Ray
Junfeng Yang
Chengzhi Mao
Kexin Pei
KELM
386
6
0
10 Mar 2025
Can LLMs Reason About Program Semantics? A Comprehensive Evaluation of LLMs on Formal Specification Inference
Can LLMs Reason About Program Semantics? A Comprehensive Evaluation of LLMs on Formal Specification InferenceAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Thanh Le-Cong
Bach Le
Toby Murray
LRM
307
12
0
22 Feb 2025
On the Effectiveness of Large Language Models in Writing Alloy Formulas
On the Effectiveness of Large Language Models in Writing Alloy Formulas
Yang Hong
Shan Jiang
Yulei Fu
Sarfraz Khurshid
116
5
0
21 Feb 2025
Automated Proof Generation for Rust Code via Self-Evolution
Automated Proof Generation for Rust Code via Self-EvolutionInternational Conference on Learning Representations (ICLR), 2024
Tianyu Chen
Shuai Lu
Shan Lu
Yeyun Gong
Chenyuan Yang
...
Peng Cheng
Fan Yang
Shuvendu Lahiri
Tao Xie
Lidong Zhou
346
19
0
21 Oct 2024
Lucy: Think and Reason to Solve Text-to-SQL
Lucy: Think and Reason to Solve Text-to-SQL
Nina Narodytska
S. Vargaftik
LMTDReLMAI4TSLRM
217
2
0
06 Jul 2024
Towards Neural Synthesis for SMT-Assisted Proof-Oriented Programming
Towards Neural Synthesis for SMT-Assisted Proof-Oriented ProgrammingInternational Conference on Software Engineering (ICSE), 2024
Saikat Chakraborty
Gabriel Ebner
Siddharth Bhat
Sarah Fakhoury
Sakina Fatima
Shuvendu K. Lahiri
Nikhil Swamy
220
23
0
03 May 2024
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