Benchmarking API Drift in LLM-Generated Quantum Code Across Successive SDK Versions

📰 ArXiv cs.AI

Learn to benchmark API drift in LLM-generated quantum code to ensure version fidelity and cross-version compatibility

advanced Published 7 Jul 2026

Action Steps

Run quantum-api-drift benchmark to measure version fidelity
Configure LLM-generated quantum code for different SDK versions
Test execution success on requested SDK versions
Compare cross-version compatibility and failure modes
Apply documentation-guided repair to LLM-generated code

Who Needs to Know This

Quantum software developers and researchers can benefit from this benchmark to evaluate the reliability of LLM-generated code across successive SDK versions

Key Insight

💡 API drift in LLM-generated quantum code can be measured and addressed using the quantum-api-drift benchmark

Key Takeaways

Learn to benchmark API drift in LLM-generated quantum code to ensure version fidelity and cross-version compatibility

Full Article

Title: Benchmarking API Drift in LLM-Generated Quantum Code Across Successive SDK Versions

Abstract:
arXiv:2607.04072v1 Announce Type: cross Abstract: Large language models can generate plausible quantum code, but it is unclear whether they can reliably target the specific software development kit (SDK) version requested by the user. We study this problem as API drift and introduce quantum-api-drift, a benchmark for measuring version fidelity, defined here as execution success on the requested SDK version, cross-version compatibility, failure modes, and documentation-guided repair in LLM-genera

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