SpecSyn: LLM-based Synthesis and Refinement of Formal Specifications for Real-world Program Verification
Fuente:
arXiv
Saved in:
| Main Authors: | Ma, Lezhi, Liu, Shangqing, Li, Yi, Wu, Qiong, Wang, Han, Bu, Lei |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SpecGen: Automated Generation of Formal Program Specifications via Large Language Models
by: Ma, Lezhi, et al.
Published: (2024)
by: Ma, Lezhi, et al.
Published: (2024)
SpecEval: Evaluating Code Comprehension in Large Language Models via Program Specifications
by: Ma, Lezhi, et al.
Published: (2024)
by: Ma, Lezhi, et al.
Published: (2024)
Intention is All You Need: Refining Your Code from Your Intention
by: Guo, Qi, et al.
Published: (2025)
by: Guo, Qi, et al.
Published: (2025)
Structural Abstraction and Selective Refinement for Formal Verification
by: Luckeneder, Christoph, et al.
Published: (2025)
by: Luckeneder, Christoph, et al.
Published: (2025)
FormalSpecCpp: A Dataset of C++ Formal Specifications created using LLMs
by: Chakraborty, Madhurima, et al.
Published: (2025)
by: Chakraborty, Madhurima, et al.
Published: (2025)
Enchanting Program Specification Synthesis by Large Language Models using Static Analysis and Program Verification
by: Wen, Cheng, et al.
Published: (2024)
by: Wen, Cheng, et al.
Published: (2024)
Doc2Spec: Synthesizing Formal Programming Specifications from Natural Language via Grammar Induction
by: Xia, Shihao, et al.
Published: (2026)
by: Xia, Shihao, et al.
Published: (2026)
Combining Fine-Tuning and LLM-based Agents for Intuitive Smart Contract Auditing with Justifications
by: Ma, Wei, et al.
Published: (2024)
by: Ma, Wei, et al.
Published: (2024)
Combining LLM Code Generation with Formal Specifications and Reactive Program Synthesis
by: Murphy, William, et al.
Published: (2024)
by: Murphy, William, et al.
Published: (2024)
EPSO: A Caching-Based Efficient Superoptimizer for BPF Bytecode
by: Zhu, Qian, et al.
Published: (2025)
by: Zhu, Qian, et al.
Published: (2025)
Automatic Generation of Formal Specification and Verification Annotations Using LLMs and Test Oracles
by: Faria, João Pascoal, et al.
Published: (2026)
by: Faria, João Pascoal, et al.
Published: (2026)
Towards an Agentic LLM-based Approach to Requirement Formalization from Unstructured Specifications
by: Tagliaferro, Alberto, et al.
Published: (2026)
by: Tagliaferro, Alberto, et al.
Published: (2026)
PropertyGPT: LLM-driven Formal Verification of Smart Contracts through Retrieval-Augmented Property Generation
by: Liu, Ye, et al.
Published: (2024)
by: Liu, Ye, et al.
Published: (2024)
Enhancing LLM-based Specification Generation via Program Slicing and Logical Deletion
by: Chen, Zehan, et al.
Published: (2025)
by: Chen, Zehan, et al.
Published: (2025)
Reinforcement Learning with Negative Tests as Completeness Signal for Formal Specification Synthesis
by: Huang, Zhechong, et al.
Published: (2026)
by: Huang, Zhechong, et al.
Published: (2026)
CodeGrad: Integrating Multi-Step Verification with Gradient-Based LLM Refinement
by: Zhang, Yueke, et al.
Published: (2025)
by: Zhang, Yueke, et al.
Published: (2025)
What Makes a Good LLM Agent for Real-world Penetration Testing?
by: Deng, Gelei, et al.
Published: (2026)
by: Deng, Gelei, et al.
Published: (2026)
VeriAct: Beyond Verifiability -- Agentic Synthesis of Correct and Complete Formal Specifications
by: Misu, Md Rakib Hossain, et al.
Published: (2026)
by: Misu, Md Rakib Hossain, et al.
Published: (2026)
DafnyPro: LLM-Assisted Automated Verification for Dafny Programs
by: Banerjee, Debangshu, et al.
Published: (2026)
by: Banerjee, Debangshu, et al.
Published: (2026)
Formal Verification of Legal Contracts: A Translation-based Approach (Extended Version)
by: Hähnle, Reiner, et al.
Published: (2025)
by: Hähnle, Reiner, et al.
Published: (2025)
DiffSpec: Differential Testing with LLMs using Natural Language Specifications and Code Artifacts
by: Rao, Nikitha, et al.
Published: (2024)
by: Rao, Nikitha, et al.
Published: (2024)
AutoSpec: Automated Generation of Neural Network Specifications
by: Jin, Shuowei, et al.
Published: (2024)
by: Jin, Shuowei, et al.
Published: (2024)
Formal Verification of Consistency for Systems with Redundant Controllers
by: Johansson, Bjarne, et al.
Published: (2024)
by: Johansson, Bjarne, et al.
Published: (2024)
CodeSpecBench: Benchmarking LLMs for Executable Behavioral Specification Generation
by: Chen, Zaoyu, et al.
Published: (2026)
by: Chen, Zaoyu, et al.
Published: (2026)
Integrating Various Software Artifacts for Better LLM-based Bug Localization and Program Repair
by: Feng, Qiong, et al.
Published: (2024)
by: Feng, Qiong, et al.
Published: (2024)
Incorporating Verification Standards for Security Requirements Generation from Functional Specifications
by: Lian, Xiaoli, et al.
Published: (2025)
by: Lian, Xiaoli, et al.
Published: (2025)
An Agile Formal Specification Language Design Based on K Framework
by: Zhang, Jianyu, et al.
Published: (2024)
by: Zhang, Jianyu, et al.
Published: (2024)
FLAG: Formal and LLM-assisted SVA Generation for Formal Specifications of On-Chip Communication Protocols
by: Shih, Yu-An, et al.
Published: (2025)
by: Shih, Yu-An, et al.
Published: (2025)
FT2Ra: A Fine-Tuning-Inspired Approach to Retrieval-Augmented Code Completion
by: Guo, Qi, et al.
Published: (2024)
by: Guo, Qi, et al.
Published: (2024)
SpecTra: Enhancing the Code Translation Ability of Language Models by Generating Multi-Modal Specifications
by: Nitin, Vikram, et al.
Published: (2024)
by: Nitin, Vikram, et al.
Published: (2024)
A Hypergraph-based Formalization of Hierarchical Reactive Modules and a Compositional Verification Method
by: Ishii, Daisuke
Published: (2024)
by: Ishii, Daisuke
Published: (2024)
ContrastRepair: Enhancing Conversation-Based Automated Program Repair via Contrastive Test Case Pairs
by: Kong, Jiaolong, et al.
Published: (2024)
by: Kong, Jiaolong, et al.
Published: (2024)
ProofWright: Towards Agentic Formal Verification of CUDA
by: Chatterjee, Bodhisatwa, et al.
Published: (2025)
by: Chatterjee, Bodhisatwa, et al.
Published: (2025)
ReSyn: A Generalized Recursive Regular Expression Synthesis Framework
by: Kim, Seongmin, et al.
Published: (2026)
by: Kim, Seongmin, et al.
Published: (2026)
Lemma Discovery in Agentic Program Verification
by: Zhao, Huan, et al.
Published: (2026)
by: Zhao, Huan, et al.
Published: (2026)
Beyond Basic Specifications? A Systematic Study of Logical Constructs in LLM-based Specification Generation
by: Chen, Zehan, et al.
Published: (2026)
by: Chen, Zehan, et al.
Published: (2026)
Intent-aligned Formal Specification Synthesis via Traceable Refinement
by: Ye, Zhe, et al.
Published: (2026)
by: Ye, Zhe, et al.
Published: (2026)
Event-B Agent: Towards LLM Agent for Formal Model Synthesis and Repair
by: Wang, Hongshu, et al.
Published: (2026)
by: Wang, Hongshu, et al.
Published: (2026)
A Survey on LLM-based Code Generation for Low-Resource and Domain-Specific Programming Languages
by: Joel, Sathvik, et al.
Published: (2024)
by: Joel, Sathvik, et al.
Published: (2024)
Can Large Language Models Model Programs Formally?
by: Chen, Zhiyong, et al.
Published: (2026)
by: Chen, Zhiyong, et al.
Published: (2026)
Similar Items
-
SpecGen: Automated Generation of Formal Program Specifications via Large Language Models
by: Ma, Lezhi, et al.
Published: (2024) -
SpecEval: Evaluating Code Comprehension in Large Language Models via Program Specifications
by: Ma, Lezhi, et al.
Published: (2024) -
Intention is All You Need: Refining Your Code from Your Intention
by: Guo, Qi, et al.
Published: (2025) -
Structural Abstraction and Selective Refinement for Formal Verification
by: Luckeneder, Christoph, et al.
Published: (2025) -
FormalSpecCpp: A Dataset of C++ Formal Specifications created using LLMs
by: Chakraborty, Madhurima, et al.
Published: (2025)