llama3.1-8b-fma / README.md
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---
license: mit
language:
- en
base_model:
- meta-llama/Llama-3.1-8B
---
<p align="center">
<img width=20%" src="figures/logo.png">
</p>
## Introduction
We present a fine-tuned model based on llama-3.1-8B for formal verification tasks. It is fine-tuned in five formal specification languages (Cog, Dafny, Lean4, ACSL, and TLA) on six formal-verification-related tasks:
The fm-alpaca (the fine-tuning dataset) will be released soon.
- **Requirement Analysis**: given requirements and description of the verification or modeling goals, decomposing the goal into detailed verification steps
- **Proof/Model Generation**: given requirements and description of the verification or modeling goals, writing formal proofs or models that can be verified by verifier/model checker.
- **Proof segment generation**
- **Proof Completion**: complete the given incomplete proofs or models
- **Proof Infilling**: filling in the middle of the given incomplete proofs or models
- **Code 2 Proof**: (Currently only support for ACSL whose specification is in form of code annotations) given the code under verification, generate the proof with the specifications
## Application Scenario
<p align="center">
<img width=100%" src="figures/application.png">
</p>
## Supported Formal Specification Languages
<p align="center">
<img width=100%" src="figures/examples.png">
</p>
## Data Preparation Pipeline
<p align="center">
<img width=60%" src="figures/data-prepare.png">
</p>