Paper Citation Record · LEDGER

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design

As of 19 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2509.04905.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2509.04905 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:50:29.947770Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-21T06:51:24.566343Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-21T06:54:01.144171Z

Reference resolution

50 of 50 outbound references displayed

verified exact2
verified fuzzy39
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7fd77270-fab5-48aa-8dbc-006449bf2dff · outbound

This paper cites Global semiconductor sales in- crease 19.1% in 2024; double-digit growth projected in 2025,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Global semiconductor sales in- crease 19.1% in 2024; double-digit growth projected in 2025,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.753804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 26dcffd5-7f75-4906-95d7-52982660182d · outbound

This paper cites The semiconductor decade: A trillion-dollar industry,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design The semiconductor decade: A trillion-dollar industry,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.742599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 928c24d9-890f-4d51-ba7e-8d40c30c8ae0 · outbound

This paper cites Electronic design automation (eda) global market report 2025,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Electronic design automation (eda) global market report 2025,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.731121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a6553b11-c539-430c-bf52-a438fd66629c · outbound

This paper cites Machine learning for electronic design automation: A survey,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Machine learning for electronic design automation: A survey,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.719747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3fc23f03-6e02-4ca6-8801-c0f75c067e7e · outbound

This paper cites A survey of research in large language models for electronic design automation,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design A survey of research in large language models for electronic design automation,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.708484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation da7fea96-c237-48ef-82bc-2d9ac082f58e · outbound

This paper cites Chatcpu: An agile cpu design and verification platform with llm,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Chatcpu: An agile cpu design and verification platform with llm,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.696305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cc294d16-cd06-47f2-a00e-7a048ef9531c · outbound

This paper cites Llm-based processor verification: A case study for neuromorphic processor,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Llm-based processor verification: A case study for neuromorphic processor,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.684573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d52c5a49-458b-4b17-b10e-5fbfe1170a4d · outbound

This paper cites Llm-guided formal verification coupled with mutation testing,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Llm-guided formal verification coupled with mutation testing,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.673002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 72ce8098-054a-4324-974e-d324f7cead4e · outbound

This paper cites Rtl- coder: Fully open-source and efficient llm-assisted rtl code generation technique,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Rtl- coder: Fully open-source and efficient llm-assisted rtl code generation technique,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.661612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6b93d49b-adaf-4a91-81ed-922edaef86d0 · outbound

This paper cites Verilogcoder: Autonomous Verilog coding agents with graph-based planning and abstract syntax tree (ast)- based waveform tracing tool,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Verilogcoder: Autonomous Verilog coding agents with graph-based planning and abstract syntax tree (ast)- based waveform tracing tool,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.650302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c09b8900-6a99-488e-9aba-27fc46f472ab · outbound

This paper cites Large circuit models: opportunities and challenges,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Large circuit models: opportunities and challenges,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.638556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f5166c0a-5020-4d7a-9c3d-14c73dde9273 · outbound

This paper cites Chipgpt: How far are we from natural language hardware design,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Chipgpt: How far are we from natural language hardware design,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T05:50:29.811928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0f3621e-d127-43e4-adeb-fa0e1edcec1a · outbound

This paper cites Revisiting verilogeval: A year of improvements in large-language models for hardware code generation,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Revisiting verilogeval: A year of improvements in large-language models for hardware code generation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.626507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4fefa38d-41cd-4acc-9549-bf39075cadd6 · outbound

This paper cites Comprehensive Verilog Design Problems: A Next-Generation Benchmark Dataset for Evaluating Large Language Models and Agents on RTL Design and Verification.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Comprehensive Verilog Design Problems: A Next-Generation Benchmark Dataset for Evaluating Large Language Models and Agents on RTL Design and Verification

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T05:50:29.819033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94643c6e-396b-4892-93b0-51838d862ae3 · outbound

This paper cites Betterv: Controlled verilog generation with discriminative guidance,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Betterv: Controlled verilog generation with discriminative guidance,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.614473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation df8e1062-732a-497f-8858-0b5feff5b34a · outbound

This paper cites Deeprtl: Bridging verilog understanding and generation with a unified representation model,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Deeprtl: Bridging verilog understanding and generation with a unified representation model,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.602901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 878372e9-9a00-4549-8975-1b85d1f2e024 · outbound

This paper cites Deeprtl2: A versatile model for rtl-related tasks,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Deeprtl2: A versatile model for rtl-related tasks,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.591501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 32838db4-89fc-44d5-a738-2bdf99f2f5bb · outbound

This paper cites SynthAI: A Multi Agent Generative AI Framework for Automated Modular HLS Design Generation.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design SynthAI: A Multi Agent Generative AI Framework for Automated Modular HLS Design Generation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T05:50:29.833591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 843aeaa3-db56-4441-8ade-b17d343631a9 · outbound

This paper cites Assertllm: Generating hardware verification assertions from design specifications via multi-llms,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Assertllm: Generating hardware verification assertions from design specifications via multi-llms,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.579569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 81fcaf07-9373-470d-839d-82daccfe3440 · outbound

This paper cites Assertionbench: A benchmark to evaluate large-language models for assertion generation,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Assertionbench: A benchmark to evaluate large-language models for assertion generation,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.567397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e553c74f-68a3-41ef-8660-8b94468e158c · outbound

This paper cites Rtlfixer: Automatically fixing rtl syntax errors with large language model,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Rtlfixer: Automatically fixing rtl syntax errors with large language model,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.554297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c732ae9d-b738-4392-908c-b06fd4192373 · outbound

This paper cites ChipNeMo: Domain-Adapted LLMs for Chip Design.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design ChipNeMo: Domain-Adapted LLMs for Chip Design

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T05:50:29.847849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c551e8e4-73a1-431d-8f41-79664b5b503c · outbound

This paper cites Customized retrieval augmented generation and benchmarking for eda tool documentation qa,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Customized retrieval augmented generation and benchmarking for eda tool documentation qa,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.541541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1e3fb026-3f97-4767-b0ce-9c236a3d5c93 · outbound

This paper cites Drc-coder: Automated drc checker code generation using llm autonomous agent,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Drc-coder: Automated drc checker code generation using llm autonomous agent,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.528394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aee644d1-4d37-4bc2-a351-bd2672758ff7 · outbound

This paper cites Rtlrewriter: Methodologies for large models aided rtl code optimization,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Rtlrewriter: Methodologies for large models aided rtl code optimization,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.515132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5a50e2d6-6a2d-4b62-86f1-1e62bb874444 · outbound

This paper cites Deepgate: Learning neural representations of logic gates,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Deepgate: Learning neural representations of logic gates,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.503066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 09efadab-49e2-4f08-b6fe-5aeaf7de115d · outbound

This paper cites Maskplace: Fast chip placement via reinforced visual representation learning,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Maskplace: Fast chip placement via reinforced visual representation learning,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.489739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 34e5885f-17bc-49d8-97a0-495a43b2fa5a · outbound

This paper cites Deepgate3: Towards scalable circuit representation learning,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Deepgate3: Towards scalable circuit representation learning,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.476144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8631836d-890a-4349-9a1a-9040b5e37517 · outbound

This paper cites Deepcell: Self-supervised multiview fusion for circuit representation learning,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Deepcell: Self-supervised multiview fusion for circuit representation learning,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.463790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f246af36-f983-47f3-9aee-7c32eafa3b76 · outbound

This paper cites Circuitfusion: Multimodal circuit representation learning for agile chip design,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Circuitfusion: Multimodal circuit representation learning for agile chip design,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.451303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 940ad1a5-aa06-439e-861b-192380c0f889 · outbound

This paper cites AutoChip: Automating HDL Generation Using LLM Feedback.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design AutoChip: Automating HDL Generation Using LLM Feedback

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T05:50:29.879093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cb5c1a9-d943-4722-be97-8b0f37983dbf · outbound

This paper cites Autobench: Automatic testbench generation and evaluation using LLMs for HDL design,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Autobench: Automatic testbench generation and evaluation using LLMs for HDL design,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.439109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2c778a2c-e9b4-43d5-9118-1e1957dbc488 · outbound

This paper cites Uvllm: An automated universal rtl verification framework using llms,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Uvllm: An automated universal rtl verification framework using llms,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.427306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3098f8b9-262f-4e46-b733-7f556890a0b9 · outbound

This paper cites Llms for hardware verification: Frameworks, techniques, and future directions,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Llms for hardware verification: Frameworks, techniques, and future directions,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.415528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3b2f21e8-979b-4df9-ac80-72b19c842614 · outbound

This paper cites Prompt. verify. repeat. llms in the hardware verification cycle,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Prompt. verify. repeat. llms in the hardware verification cycle,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.403344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 68ada99a-d079-4f5f-8b4a-80a850cec4e5 · outbound

This paper cites ChatModel: Automating Reference Model Design and Verification with LLMs.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design ChatModel: Automating Reference Model Design and Verification with LLMs

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T05:50:29.896944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c381054-0bc8-4905-a46b-5873b0afab9a · outbound

This paper cites Meic: Re-thinking rtl debug automation using llms,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Meic: Re-thinking rtl debug automation using llms,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.391522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation be6ce78f-e184-4b37-b94d-94f4063a2c1d · outbound

This paper cites VeriDebug: A Unified LLM for Verilog Debugging via Contrastive Embedding and Guided Correction.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design VeriDebug: A Unified LLM for Verilog Debugging via Contrastive Embedding and Guided Correction

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-08-05T05:50:30.148024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fcf90e96-9f77-4510-b137-53b4ac61dc1c · outbound

This paper cites Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T05:50:29.908555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7533358a-8a4e-415a-b4c7-c214ea7cf193 · outbound

This paper cites Improving llm-powered eda assistants with raft,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Improving llm-powered eda assistants with raft,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.379366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation df1baf80-5600-41ea-871f-9338f38236e2 · outbound

This paper cites Customizing a Large Language Model for VHDL Design of High-Performance Microprocessors.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Customizing a Large Language Model for VHDL Design of High-Performance Microprocessors

Reference 41

Resolution: verified exact; local_arxiv, observed 2026-08-05T05:50:30.015038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 776b5908-72d9-40b0-a4ba-957165aa8ac0 · outbound

This paper cites Accurate predictions on small data with a tabular foundation model,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Accurate predictions on small data with a tabular foundation model,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.367616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5fb13fea-8ee8-40a3-926d-bfbb9c81b274 · outbound

This paper cites Transformers can do arithmetic with the right em- beddings,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Transformers can do arithmetic with the right em- beddings,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.355605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bbe6fbef-3632-4184-aec0-93c95c66c9c0 · outbound

This paper cites The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T05:50:29.926202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9156f28c-27aa-43a7-a539-2336b1ddfd99 · outbound

This paper cites Measuring the impact of early-2025 AI on experienced open-source developer productivity,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Measuring the impact of early-2025 AI on experienced open-source developer productivity,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.342349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 03180307-f73c-4d60-9ff9-e426a1c915cf · outbound

This paper cites Correctbench: Automatic testbench generation with functional self- correction using LLMs for HDL design,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Correctbench: Automatic testbench generation with functional self- correction using LLMs for HDL design,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.330234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9cbde998-b836-43d1-b146-ee5aa4cffb23 · outbound

This paper cites Genben: A generative benchmark for LLM-aided design,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Genben: A generative benchmark for LLM-aided design,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.317623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 906a3cae-8dbb-43c1-9f09-55e02d796b6d · outbound

This paper cites FIXME: Towards End-to-End Benchmarking of LLM-Aided Design Verification.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design FIXME: Towards End-to-End Benchmarking of LLM-Aided Design Verification

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T05:50:29.940447Z

Source-reported events for the cited work

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Observation 935d7aca-44df-4213-82fb-a32c07c45627 · outbound

This paper cites Deepcircuitx: A comprehensive repository-level dataset for rtl code understanding, generation, and ppa analysis,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Deepcircuitx: A comprehensive repository-level dataset for rtl code understanding, generation, and ppa analysis,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.304955Z

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Observation 2f59ac46-8e54-4768-bc53-87921a52c46a · outbound

This paper cites Forgeeda: A comprehensive multimodal dataset for advancing eda,.

Revolution or Hype? Seeking the Limits of Large Models in Hardware Design Forgeeda: A comprehensive multimodal dataset for advancing eda,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:50:30.292586Z

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Pith citing papers

Observation 9fbda0b2-cd40-44c6-9c73-e11200c60634 · inbound

Agentic Agile-V: From Vibe Coding to Verified Engineering in Software and Hardware Development cites this paper.

Agentic Agile-V: From Vibe Coding to Verified Engineering in Software and Hardware Development Revolution or Hype? Seeking the Limits of Large Models in Hardware Design

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-21T06:54:01.145807Z

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