acceptodds
Under review as a conference paper at ICLR 2027

Bridging the Last Mile of Circuit Design: PostEDA-BENCH, a Hierarchical Benchmark for PPA Convergence and DRC Fixing

Abstract

LLM-based agents are increasingly applied to the "last mile" of Electronic Design Automation (EDA): repairing residual sign-off Design Rule Check (DRC) violations and converging Power–Performance–Area (PPA) targets after tool runs. Existing EDA-LLM benchmarks, however, omit DRC fixing entirely and rely on flat hierarchies tied to a single toolchain. We introduce PostEDA-Bench, a hierarchical benchmark with tasks across DRC-Essential, DRC-Reasoning, PPA-Mono, and PPA-Multi, supported by EDA toolchains with machine-checkable evaluation. Across eight commercial and open-source LLMs under multiple agent scaffolds, we find that agents handle synthetic DRC-Essential and single-objective PPA-Mono reasonably well but degrade sharply on the more practical DRC-Reasoning (best SR ) and PPA-Multi (best SR ); vision augmentation consistently enhances DRC-Bench; and trade-off reasoning—rather than knob knowledge—is the dominant PPA-Multi bottleneck.

open until 14 Dec 2026

est. 32% chance this paper gets accepted at ICLR 2027.

Reject 68%Accept 32%

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