LLM-generated ACSL contracts for numerical libraries
A new approach uses large language models (LLMs) to automatically generate a small, human-certifiable Automated C Specification Language (ACSL) contract from function documentation. This combined with a deterministic toolchain that supports a restricted ACSL profile and generates a driver using the CIVL verifier checks the implementation against the contract and an existing reference model. The…
1 source primary source
Key points
- LLM-generated ACSL contracts for numerical libraries
- Demonstrated on three PETSc functions: MatAXPY, MatAYPX, and non-compressing mode of MatFilter
- Discovered a previously undiscovered bug in MatAYPX since 1997
Read the original at arXiv cs.CL · by Hansol Suh, Jan H\"uckelheim, Stephen Siegel primary sourceOpen source ↗
Topics · follow one to build your own front page
PETSc
The headline, key points and digest above were generated by Digest AI's editorial model from the linked sources. Automated summaries can contain errors: the sources are the record. Spotted a mistake? Tell us. Published by Martin K., who runs Digest AI and handles corrections.
More in Research
All →- BioDyad integrates biomedical discovery with ML program search · 1 src
- Researchers propose MedCode to boost LLMs’ medical calculation accuracy by 20–30% · 1 src
- Researchers release open protocol for distributed AI textbook formalization · 1 src
- Researchers propose NashEval for context-dependent AI agent evaluation · 1 src
- Researchers introduce countermem to improve AI agent memory with counterfactual checks · 1 src
Comments
via GitHub Discussions