mlsanityData to 14 Oct 2026

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

arXiv 2605.06936 ↗First posted 7 May 2026cs.AR cs.AI cs.MAcited by 2

On the map: LLM agents and tool use → Software engineering coding agents

Abstract (arXiv)

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 145 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, where the best success rate is 36.66%, and PPA-Multi, where the best success rate is 20.00%; vision augmentation consistently enhances DRC-Bench; and trade-off reasoning, rather than knob knowledge, is the dominant PPA-Multi bottleneck.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Placed in Software engineering coding agents, one of 16 directions in LLM agents and tool use. Builds on 19 of its 23 references that are in the map. First posted on arXiv 7 May 2026.

Builds on

19 of 23 references.

Closest ancestors · 6

Same direction, newest first

  1. 2025AutoEDA: Enabling EDA Flow Automation through Microservice-Based LLM Agents1 Aug
  2. 2025MCP4EDA: LLM-Powered Model Context Protocol RTL-to-GDSII Automation with Backend Aware Synthesis Optimization25 Jul
  3. 2025ORFS-agent: Tool-Using Agents for Chip Design Optimization10 Jun
  4. 2025Divergent Thoughts toward One Goal: LLM-based Multi-Agent Collaboration System for Electronic Design Automation15 Feb
  5. 2024CodeAgent: Enhancing Code Generation with Tool-Integrated Agent Systems for Real-World Repo-level Coding Challenges14 Jan
  6. 2023ChatEDA: A Large Language Model Powered Autonomous Agent for EDA20 Aug

Other references · 13

  1. 2022ReAct: Synergizing Reasoning and Acting in Language Modelscited by 8,695
  2. 2023Reflexion: Language Agents with Verbal Reinforcement Learningcited by 4,276
  3. 2023Toolformer: Language Models Can Teach Themselves to Use Toolscited by 4,182
  4. 2023Self-Refine: Iterative Refinement with Self-Feedbackcited by 3,442
  5. 2023Tree of Thoughts: Deliberate Problem Solving with Large Language Modelscited by 3,211
  6. 2023PaLM-E: An Embodied Multimodal Language Modelcited by 2,071
  7. 2023MetaGPT: Meta Programming for A Multi-Agent Collaborative Frameworkcited by 1,808
  8. 2023Teaching Large Language Models to Self-Debugcited by 988
  9. 2022PAL: Program-aided Language Modelscited by 652
  10. 2023VerilogEval: Evaluating Large Language Models for Verilog Code Generationcited by 252
  11. 2023RTLLM: An Open-Source Benchmark for Design RTL Generation with Large Language Modelcited by 148
  12. 2023GPT4AIGChip: Towards Next-Generation AI Accelerator Design Automation via Large Language Modelscited by 61
1 more
  1. 2024IICPilot: An Intelligent Integrated Circuit Backend Design Framework Using Open EDAcited by 1

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 2.

2 papers.

Similar, not cited

Close in wording, no citation either way

  1. 2026DRCY: Agentic Hardware Design Reviews
  2. 2024DRC-Coder: Automated DRC Checker Code Generation Using LLM Autonomous Agent
  3. 2026LLM for EDA in Front-End Design: Challenges and Opportunities
  4. 2026Back to the Future: Rethinking EDA Infrastructure for Agentic Systems in Chip Design Verification
  5. 2026DRC-Aid: Design-Rule Correction via Agentic Framework utilizing Inference-Time Large Language Models
  6. 2026LEGO: An LLM Skill-Based Front-End Design Generation Platform
  7. 2026Open-Source LLM-Driven Formal Verification: A Multi-Agent Pipeline for RTL Repair
  8. 2026Veri-Sure: A Contract-Aware Multi-Agent Framework with Temporal Tracing and Formal Verification for Correct RTL Code Generation