HWE-Bench is the first repository-level benchmark for LLM agents on real hardware bug repair, where the best agent fixes 70.7% of 417 tasks but drops below 65% on complex SoC projects.
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3 Pith papers cite this work. Polarity classification is still indexing.
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2026 3verdicts
UNVERDICTED 3representative citing papers
UVMarvel automatically constructs subsystem-level UVM testbenches for mainstream bus protocols using LLMs, an IR, and supporting libraries, reaching 95.65% average code coverage in 4.5 hours of automated runtime.
TOPCELL reformulates standard cell topology optimization as an LLM generative task with GRPO fine-tuning, outperforming base models and matching exhaustive solvers with 85.91x speedup in 2nm/7nm industrial flows.
citing papers explorer
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HWE-Bench: Benchmarking LLM Agents on Real-World Hardware Bug Repair Tasks
HWE-Bench is the first repository-level benchmark for LLM agents on real hardware bug repair, where the best agent fixes 70.7% of 417 tasks but drops below 65% on complex SoC projects.
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UVMarvel: an Automated LLM-aided UVM Machine for Subsystem-level RTL Verification
UVMarvel automatically constructs subsystem-level UVM testbenches for mainstream bus protocols using LLMs, an IR, and supporting libraries, reaching 95.65% average code coverage in 4.5 hours of automated runtime.
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TOPCELL: Topology Optimization of Standard Cell via LLMs
TOPCELL reformulates standard cell topology optimization as an LLM generative task with GRPO fine-tuning, outperforming base models and matching exhaustive solvers with 85.91x speedup in 2nm/7nm industrial flows.