
Evaluating LLMs for Hardware Design
A new benchmark for resource-efficient FPGA designs
ResBench introduces the first benchmark for evaluating LLM-generated hardware designs that prioritizes both functional correctness and resource efficiency.
- Addresses a critical gap in existing benchmarks that overlook hardware resource usage
- Provides a more diverse and representative evaluation framework for FPGA implementations
- Enables assessment of LLMs' ability to generate resource-optimized HDL code
This research matters because efficient FPGA design is essential for performance-critical applications in engineering, where optimizing hardware resources directly impacts system capabilities, power consumption, and manufacturing costs.
ResBench: Benchmarking LLM-Generated FPGA Designs with Resource Awareness