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Paper Citation Record · LEDGER

A Survey of Research in Large Language Models for Electronic Design Automation

As of 23 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 3 inbound Pith citation observations for arXiv:2501.09655.

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

pith.paper-citation-record.v1
2501.09655 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T19:49:55.729628Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T12:04:05.442557Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T06:54:01.179789Z

Reference resolution

66 of 66 outbound references displayed

  • verified exact3
  • verified fuzzy1
  • unresolved62
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation adc91ebd-739e-4df8-ba6e-4c00945fa425 · outbound

This paper cites GPT-4 Technical Report.

A Survey of Research in Large Language Models for Electronic Design Automation GPT-4 Technical Report

Reference 1

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unresolved
no resolver link, observed 2026-08-10T19:49:55.431379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.431379Z digest=sha256:5101fc14b05eb3d19c817ca02bb330060b5671c48db49e423e88725bd7683f71

Observation 3c4747d1-5fba-440f-ba33-cf1ade631765 · outbound

This paper cites Pixtral 12B.

A Survey of Research in Large Language Models for Electronic Design Automation Pixtral 12B

Reference 2

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no resolver link, observed 2026-08-10T19:49:55.436834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.436834Z digest=sha256:bc3de3c699312b5f012dbbaded3801c2789f228b3ecb22797b2bbb7037ca946a

Observation bc43aa67-c932-4f5d-ac6f-bcbf33f4d5f3 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-10T19:49:56.827295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.441738Z digest=sha256:4f95ba987beaa4baab23525250db3c7e3a983f5ddae522c63e457ef19b022568

Observation b1c9b012-07a8-43bb-8956-df367682df35 · outbound

This paper cites Chip-Chat: Challenges and Opportunities in Conversational Hardware Design.

A Survey of Research in Large Language Models for Electronic Design Automation Chip-Chat: Challenges and Opportunities in Conversational Hardware Design

Reference 5

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no resolver link, observed 2026-08-10T19:49:55.451294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.451294Z digest=sha256:5420c9674bf504d4bc5d6af32f7b5250cc0c612ffff5b6fdf1829c9c055a911a

Observation 485a3f66-83b8-4daa-b96c-e70b6021e043 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.456667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.456667Z digest=sha256:2470c339392337c7d098dead4f26d629847d7a6381e1ba236a787fc66d6f61f8

Observation 6f2a567d-2242-4efc-aebf-98db1846e69a · outbound

This paper cites GraphLLM: Boosting Graph Reasoning Ability of Large Language Model.

A Survey of Research in Large Language Models for Electronic Design Automation GraphLLM: Boosting Graph Reasoning Ability of Large Language Model

Reference 7

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no resolver link, observed 2026-08-10T19:49:55.461616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.461616Z digest=sha256:b6e2580a7b48cd586c0ecf775286c86f051c188e2e33c5250c99c5eb52d13400

Observation 4f5d5796-85e5-49a1-af7b-1ae93ba7e965 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-10T19:49:56.805278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.466036Z digest=sha256:d8df8ee7e5362326c0c6ef695d9d185051306dff72ed4ebda7398403ea361f7e

Observation 7dee6908-8d18-4a19-ada2-f5976064259a · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-10T19:49:56.790097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.470864Z digest=sha256:228d5ae7f0444cb189255c5c6e4785276950e11a89c0e3792ec9ef279b0da03f

Observation 14ab1386-213d-41c2-9084-384b42ae03cd · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 10

Resolution
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no resolver link, observed 2026-08-10T19:49:55.474802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.474802Z digest=sha256:ca5239369c3832dd1e5abe87250323ca57b8c4d2bc62cc08c3141058c165c445

Observation 207043aa-40f1-476e-a074-b5dcc68d4cc6 · outbound

This paper cites LLM-Enhanced Bayesian Optimization for Efficient Analog Layout Constraint Generation.

A Survey of Research in Large Language Models for Electronic Design Automation LLM-Enhanced Bayesian Optimization for Efficient Analog Layout Constraint Generation

Reference 11

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no resolver link, observed 2026-08-10T19:49:55.479152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.479152Z digest=sha256:86b6c29aea8415b0ce5053f62c86b33a79f820753ec6de09dfd4287476034cf9

Observation ea0e3db8-0f02-46c6-a9ec-440f114ea857 · outbound

This paper cites DocEDA: Automated Extraction and Design of Analog Circuits from Documents with Large Language Model.

A Survey of Research in Large Language Models for Electronic Design Automation DocEDA: Automated Extraction and Design of Analog Circuits from Documents with Large Language Model

Reference 12

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no resolver link, observed 2026-08-10T19:49:55.483380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.483380Z digest=sha256:4e717c7481e5c0a267f123671611dddfcea8884a9b204323f2296383f8b20976

Observation c4ef0d1f-0e70-48b7-9e6d-78f0231c85c2 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 13

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no resolver link, observed 2026-08-10T19:49:55.487823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.487823Z digest=sha256:cce11b3d8f6e9b906b0b29704b3b0f341aa201010a3b592c03978c5bd53fef84

Observation db484c98-fb4b-4686-861a-0d0530275e92 · outbound

This paper cites A Deep Learning Framework for Verilog Autocompletion Towards Design and Verification Automation.

A Survey of Research in Large Language Models for Electronic Design Automation A Deep Learning Framework for Verilog Autocompletion Towards Design and Verification Automation

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.492762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.492762Z digest=sha256:473c8a4824c27d69058c5f6b0a4c673df6b77d6bf7b0187e4dd15acecfa04497

Observation 55720e96-b8d6-4b57-8b96-cf184ea32fb8 · outbound

This paper cites Make Every Move Count: LLM-based High-Quality RTL Code Generation Using MCTS.

A Survey of Research in Large Language Models for Electronic Design Automation Make Every Move Count: LLM-based High-Quality RTL Code Generation Using MCTS

Reference 15

Resolution
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no resolver link, observed 2026-08-10T19:49:55.497135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.497135Z digest=sha256:324cc0a8e74818d56c3e592bde1c5cce480dd9499eb579de645d74affa302087

Observation efb9f18b-49bd-4ecc-8863-9e52ef48132a · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

A Survey of Research in Large Language Models for Electronic Design Automation BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.501458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.501458Z digest=sha256:e5ea33b2b7f0e48fef22a44ea9e2953308adf4b6c1d4bc06cc4816863cbcd10d

Observation 7b75f361-0216-487e-b47e-bab6cdad63d1 · outbound

This paper cites The Power of Large Language Models for Wireless Communication System Development: A Case Study on FPGA Platforms.

A Survey of Research in Large Language Models for Electronic Design Automation The Power of Large Language Models for Wireless Communication System Development: A Case Study on FPGA Platforms

Reference 17

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no resolver link, observed 2026-08-10T19:49:55.505673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.505673Z digest=sha256:d6cf2749cce29b055b6f18e4ad79d899368d866ba4a3bfa1246c96dbc03647eb

Observation f5352278-e57f-487a-987b-9204daad3ba8 · outbound

This paper cites Verykios.

A Survey of Research in Large Language Models for Electronic Design Automation Verykios

Reference 18

Resolution
verified exact
doi, observed 2026-08-10T19:49:55.768854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.510495Z digest=sha256:a750e591430bf22aef0a850f6503099d03690e81ea45c223ccd5c3ae8313db2b

Observation 110b38c7-014b-482a-9bc4-0d3760483cca · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 19

Resolution
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no resolver link, observed 2026-08-10T19:49:55.515592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.515592Z digest=sha256:ebc324dbbbba1650a0a6ae230073f5a27b8fd4e804437382ae8ea77da1a6b780

Observation bcf33d63-c951-4be3-93c8-239676790d3a · outbound

This paper cites From English to ASIC: Hardware Implementation with Large Language Model.

A Survey of Research in Large Language Models for Electronic Design Automation From English to ASIC: Hardware Implementation with Large Language Model

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-10T19:49:56.264371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.519828Z digest=sha256:dd188edc4323aab97d090bb1e192a1dbc0d70bedff728458650eff326319c87b

Observation d484d555-a988-4afc-b952-2879f87ca190 · outbound

This paper cites The Llama 3 Herd of Models.

A Survey of Research in Large Language Models for Electronic Design Automation The Llama 3 Herd of Models

Reference 21

Resolution
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no resolver link, observed 2026-08-10T19:49:55.524746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.524746Z digest=sha256:1a66645ba11cdeef915ec0b47c426594e9a1e38454678f62e36c7f171046a77a

Observation faf2d779-9630-45ba-9a62-99bfca7ab678 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

A Survey of Research in Large Language Models for Electronic Design Automation DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.528914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.528914Z digest=sha256:f55b28fafd0c8b8f3e4a5712658f0b65f01ac044e3e19a19930dec39bb42741f

Observation 95c4dfe3-e16b-4d83-9d80-fe77006b5958 · outbound

This paper cites G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering.

A Survey of Research in Large Language Models for Electronic Design Automation G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.533403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.533403Z digest=sha256:53de34359e52b9115fe7804c72981ca9c2c6fd6ecef31fa6ff172b9d0c903f1b

Observation 9e02a38e-0f78-4aa3-912f-30cadc15a20b · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-10T19:49:56.762617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.537799Z digest=sha256:bb48fff7b26a84e6db18c080c92c628ff476cd73b67b7cef1ad35fd4e0ea07a4

Observation 77db33f5-c501-4fab-992f-6774ed144d3c · outbound

This paper cites Large Language Model (LLM) for Standard Cell Layout Design Optimization.

A Survey of Research in Large Language Models for Electronic Design Automation Large Language Model (LLM) for Standard Cell Layout Design Optimization

Reference 25

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no resolver link, observed 2026-08-10T19:49:55.542710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.542710Z digest=sha256:4fc9a0335453dd8e3072d26aace7207b740f07c29ccf4e8f21819d07ba1ac93f

Observation 2ce78c31-8904-4095-9112-6c6646837950 · outbound

This paper cites VerilogCoder: Autonomous Verilog Coding Agents with Graph-based Planning and Abstract Syntax Tree (AST)-based Waveform Tracing Tool.

A Survey of Research in Large Language Models for Electronic Design Automation VerilogCoder: Autonomous Verilog Coding Agents with Graph-based Planning and Abstract Syntax Tree (AST)-based Waveform Tracing Tool

Reference 26

Resolution
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no resolver link, observed 2026-08-10T19:49:55.547693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.547693Z digest=sha256:593c6a998d619fc18949a5a6d39cf75c6c38c2b470e86ac565c85f56c3d03b5f

Observation 96b3d32a-f83a-41a0-9ebd-ab8182c58540 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 27

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no resolver link, observed 2026-08-10T19:49:55.552578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.552578Z digest=sha256:fe4b0005450f963942356e0046f3ed12385a294af69511f34f193e5f159e6f4b

Observation 3eac87ae-8cde-4c55-93a0-527683b4927e · outbound

This paper cites Mistral 7B.

A Survey of Research in Large Language Models for Electronic Design Automation Mistral 7B

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.556994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.556994Z digest=sha256:d832da6230adea11635cab400996d0d42a81dafe2b4e1477aa9ec0b4c0279312

Observation bcf693ca-7512-4b01-9104-102b05be5b08 · outbound

This paper cites AnalogCoder: Analog Circuit Design via Training-Free Code Generation.

A Survey of Research in Large Language Models for Electronic Design Automation AnalogCoder: Analog Circuit Design via Training-Free Code Generation

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.560989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.560989Z digest=sha256:65aec1b8937923b981cdfd65454b6b779bf1bcb8e006455e4fab5900f345c949

Observation 1a6ca73d-692e-402d-9b5d-0c838d012056 · outbound

This paper cites SpecLLM: Exploring Generation and Review of VLSI Design Specification with Large Language Model.

A Survey of Research in Large Language Models for Electronic Design Automation SpecLLM: Exploring Generation and Review of VLSI Design Specification with Large Language Model

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.566058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.566058Z digest=sha256:1f2ce9ec674d6e3c93616cdaf0b789896562aa625a012d207e0717bfd88a85eb

Observation fab1eae3-f722-4883-acd2-cc5ca4322825 · outbound

This paper cites Reinforcement Learning with Human Feedback: Learning Dynamic Choices via Pessimism.

A Survey of Research in Large Language Models for Electronic Design Automation Reinforcement Learning with Human Feedback: Learning Dynamic Choices via Pessimism

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.570087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.570087Z digest=sha256:dd08f79fe388833cd29f88eb40b380ec9e0803e0042458ef40b569ad4a078efe

Observation 90ae5d08-3ad5-4f1d-9a57-6306262f2cf2 · outbound

This paper cites LayoutCopilot: An LLM-powered Multi-agent Collaborative Framework for Interactive Analog Layout Design.

A Survey of Research in Large Language Models for Electronic Design Automation LayoutCopilot: An LLM-powered Multi-agent Collaborative Framework for Interactive Analog Layout Design

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.575343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.575343Z digest=sha256:4c2f93905c44b8f89b75da1190b78c4683cc625fec3dd02f3e527990295fe291

Observation 6cd2a899-aee2-4558-a0d8-745fe79052a0 · outbound

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

A Survey of Research in Large Language Models for Electronic Design Automation ChipNeMo: Domain-Adapted LLMs for Chip Design

Reference 33

Resolution
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no resolver link, observed 2026-08-10T19:49:55.580207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.580207Z digest=sha256:3bf0acd22dfcb369deddc61da5508173e355b6e7d46dfa1384dd3e9ebebe8b79

Observation eabd6aa4-beb7-4e04-831d-a927cd08571f · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 34

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unresolved
no resolver link, observed 2026-08-10T19:49:55.585189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.585189Z digest=sha256:0a15a43c7775ca56f7130779d2ff6f8ff8122e40ca6f45e03c530d96d73f2fc6

Observation 38a047fb-eb62-4385-9b57-9f1187ce0584 · outbound

This paper cites RTLCoder: Outperforming GPT-3.5 in Design RTL Generation with Our Open-Source Dataset and Lightweight Solution.

A Survey of Research in Large Language Models for Electronic Design Automation RTLCoder: Outperforming GPT-3.5 in Design RTL Generation with Our Open-Source Dataset and Lightweight Solution

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.589893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.589893Z digest=sha256:347a4c1dae70c7b468cd27428d7b34cee20b8597d9e872b4ad645667328d373f

Observation ba44d707-69e4-4856-a443-415cd7a75c30 · outbound

This paper cites RTLLM: An Open-Source Benchmark for Design RTL Generation with Large Language Model.

A Survey of Research in Large Language Models for Electronic Design Automation RTLLM: An Open-Source Benchmark for Design RTL Generation with Large Language Model

Reference 36

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no resolver link, observed 2026-08-10T19:49:55.594550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.594550Z digest=sha256:f291315975c28a35a65eff4457b9d22a195720facebb3c3911942e498c078098

Observation dcc98363-303e-4472-b0f1-a88cf8f8a6e2 · outbound

This paper cites VerilogReader: LLM-Aided Hardware Test Generation.

A Survey of Research in Large Language Models for Electronic Design Automation VerilogReader: LLM-Aided Hardware Test Generation

Reference 37

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unresolved
no resolver link, observed 2026-08-10T19:49:55.598737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.598737Z digest=sha256:064362419011d7e9470a1c43ca05a89caed8f8f4618027c05cefd310693f4154

Observation 5701a426-23ff-4735-9404-91215a7dc182 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-10T19:49:56.742063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.602712Z digest=sha256:0f5ae908cb7315f00150db0f03c262caa8ade01b5bbb13560c47405ebdd6ff26

Observation eb20bfca-c923-4f4b-adfa-4087d3359473 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-10T19:49:56.728661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.606520Z digest=sha256:cd77567c5557e479503239fe94bc36ef0ac169062a91047c5db91750d0a31695

Observation e8dfca92-3cf7-4e31-8b1c-023d3bb5e3bc · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 40

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.610552Z digest=sha256:237523b6b8303a308630bbadf555195299087cf0627640f86daba3d6aca95fc1

Observation 076d4399-db19-42d4-aaba-444c67f006d6 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 41

Resolution
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raw_fallback, observed 2026-08-10T19:49:56.702284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.614608Z digest=sha256:d5e94fcbab9df787a0c6135201688609c9d174cd10f4f4f8f1db4a75938252ac

Observation 76ff3d70-1bf6-4566-9ac2-ec1a82b881f9 · outbound

This paper cites CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis.

A Survey of Research in Large Language Models for Electronic Design Automation CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis

Reference 42

Resolution
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no resolver link, observed 2026-08-10T19:49:55.618323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.618323Z digest=sha256:886e2bcce3b7d3fa67594ed1b5d3b66c8324682b38802ce8f901ee0b9bf14d17

Observation 482a59c0-b8b1-4408-97a4-be586d43bf17 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 43

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no resolver link, observed 2026-08-10T19:49:55.622875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.622875Z digest=sha256:b20ed1cc10cad13193a98b0a393503b3fade6af6f676646aa9cbe7405aafc197

Observation 6b6d237d-41f5-4bc3-9638-2310f67e17ca · outbound

This paper cites BetterV: Controlled Verilog Generation with Discriminative Guidance.

A Survey of Research in Large Language Models for Electronic Design Automation BetterV: Controlled Verilog Generation with Discriminative Guidance

Reference 44

Resolution
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no resolver link, observed 2026-08-10T19:49:55.626599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.626599Z digest=sha256:22bb959c23cd65ed6fe57334363db56ec6e3371198703b5f11bb80c565043a3b

Observation b6ae2f03-9f0e-4afd-906e-203c229a4cec · outbound

This paper cites Revisiting VerilogEval: A Year of Improvements in Large-Language Models for Hardware Code Generation.

A Survey of Research in Large Language Models for Electronic Design Automation Revisiting VerilogEval: A Year of Improvements in Large-Language Models for Hardware Code Generation

Reference 45

Resolution
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no resolver link, observed 2026-08-10T19:49:55.631028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.631028Z digest=sha256:b5a589a02cfd80f87022cdb8cb9696072ede60ee404415ee09562a9c754473af

Observation 9eac4f50-0793-4621-9399-b4d797c76180 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-10T19:49:56.675669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.635136Z digest=sha256:38df0d5e18375285c04e71153144dd9caee925b889096dbd32867d2be2f18fb0

Observation 857d481a-06fa-4eee-80dc-58f835225815 · outbound

This paper cites Customized Retrieval Augmented Generation and Benchmarking for EDA Tool Documentation QA.

A Survey of Research in Large Language Models for Electronic Design Automation Customized Retrieval Augmented Generation and Benchmarking for EDA Tool Documentation QA

Reference 47

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no resolver link, observed 2026-08-10T19:49:55.638881Z

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source=pdf_text observed=2026-08-10T19:49:55.638881Z digest=sha256:d302cebcdec76eff6581707f27a9428d091bc93af530d780477e8b1da7b720b2

Observation f34b5499-7e1e-45ed-89ea-74c3b75c6acc · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 48

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no resolver link, observed 2026-08-10T19:49:55.643341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.643341Z digest=sha256:f67d163b40083a26d51f006b5f2b023a2d57bc9a9f9ab7630679ed52043585b1

Observation 1feab1d3-cc4e-495b-b9af-9cbc990f6955 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 49

Resolution
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no resolver link, observed 2026-08-10T19:49:55.646888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.646888Z digest=sha256:ff9876bc70e766ec4fb9b166afb65cf2d9d04f1c812406064524f8f4c12dad8d

Observation b63375ed-84e9-44a2-9705-e00bb43eafc4 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 50

Resolution
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no resolver link, observed 2026-08-10T19:49:55.651301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.651301Z digest=sha256:26006d22344b7a18b91cbe2fd0305f3676f662f1c81ab92a433255494f9ed4e9

Observation 8b31efec-6aaa-450d-aa4e-59c76695df64 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-10T19:49:56.639289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.655953Z digest=sha256:ab0c5066320c5a8e9aded6a8734d106788d2aba59e834579516cceab79828938

Observation e0ee390f-ac15-48b2-b3a6-e96972f52c8c · outbound

This paper cites Zero-Shot RTL Code Generation with Attention Sink Augmented Large Language Models.

A Survey of Research in Large Language Models for Electronic Design Automation Zero-Shot RTL Code Generation with Attention Sink Augmented Large Language Models

Reference 52

Resolution
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no resolver link, observed 2026-08-10T19:49:55.659753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.659753Z digest=sha256:4c8aac6432d539e48e60fbbe99fc27df2377c4a09e22b4a5d0f67c98675c3fa1

Observation 36be01f2-dac7-4449-9f1a-1f00387e3b66 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.664040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.664040Z digest=sha256:98c045d37f61b84b6b861a15ba3a3d5b9cae6d2d0d0e3cca3c3915a98c06845f

Observation 0bd8c888-8004-428d-be74-a79d40c38caf · outbound

This paper cites Chhabria, and Austin Rovinski.

A Survey of Research in Large Language Models for Electronic Design Automation Chhabria, and Austin Rovinski

Reference 54

Resolution
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no resolver link, observed 2026-08-10T19:49:55.668475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.668475Z digest=sha256:6267a549c2d0ba03c21b900f57c6b6d58720e1f4a24edac814ad92e569f660dd

Observation 181e807f-f182-4ca5-80f5-2df9df443598 · outbound

This paper cites Rethinking Interpretability in the Era of Large Language Models.

A Survey of Research in Large Language Models for Electronic Design Automation Rethinking Interpretability in the Era of Large Language Models

Reference 55

Resolution
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no resolver link, observed 2026-08-10T19:49:55.672359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.672359Z digest=sha256:ce31f4df7d9aa5ffd21b4ca7b5e9837953832f7c4438d0c82bd207766dc04f99

Observation cce4b9ff-c370-4654-a3a3-ced9e96dfe53 · outbound

This paper cites LLoCO: Learning Long Contexts Offline.

A Survey of Research in Large Language Models for Electronic Design Automation LLoCO: Learning Long Contexts Offline

Reference 56

Resolution
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no resolver link, observed 2026-08-10T19:49:55.676267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.676267Z digest=sha256:d639277aa59f9f6c34e379d258b7b1005492716dde6fddacd75bff63ba7199b9

Observation 73502bd1-4bf8-4f14-bed7-e52c90d1c474 · outbound

This paper cites CodeGemma: Open Code Models Based on Gemma.

A Survey of Research in Large Language Models for Electronic Design Automation CodeGemma: Open Code Models Based on Gemma

Reference 57

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no resolver link, observed 2026-08-10T19:49:55.680920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.680920Z digest=sha256:6d5fbd7d99ce724dd50301a17d05d5b551715c50508448c41fdf4851ab4c6510

Observation df4e54b6-49d7-4f69-98de-26cf933a8f4c · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-10T19:49:56.613687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.685060Z digest=sha256:a343c6994f881ee8ae5f3649df87744667e6737feb4831e4cbdf1023ada4f004

Observation 0ad8607d-4d05-4b4d-bce6-d43dae9036eb · outbound

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

A Survey of Research in Large Language Models for Electronic Design Automation AutoChip: Automating HDL Generation Using LLM Feedback

Reference 59

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no resolver link, observed 2026-08-10T19:49:55.692159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.692159Z digest=sha256:6922922f10b9a1b6bc04c4689c7dbf93547f9cc1aadf882860496b766385a2a1

Observation 33f3d5ba-8677-47a0-afaa-516fe87619cd · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

A Survey of Research in Large Language Models for Electronic Design Automation LLaMA: Open and Efficient Foundation Language Models

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.696576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.696576Z digest=sha256:a19604bc8a3e1a32d07b5dcdc0101365f508b4db22522e113e65288caa53c7cb

Observation 7cc816f7-4fa5-40a0-a2a8-0aa2fd859de8 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

A Survey of Research in Large Language Models for Electronic Design Automation Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 61

Resolution
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no resolver link, observed 2026-08-10T19:49:55.701233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.701233Z digest=sha256:adfd5b5ea07b78faed26a067db194c5b22ec87e2683155ee0e3befd750f15d01

Observation 9ebcf702-3503-48f7-a688-0f8abdf52543 · outbound

This paper cites an unresolved cited work.

A Survey of Research in Large Language Models for Electronic Design Automation Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.706066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.706066Z digest=sha256:56b5376af150567d4776688f18a131ea52a3b8a00b3e1959b8746b1bdc6e587d

Observation 146115c9-b2da-46de-8f68-b6c4812ec059 · outbound

This paper cites Chhabria.

A Survey of Research in Large Language Models for Electronic Design Automation Chhabria

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T19:49:56.590276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.710485Z digest=sha256:c258599a020640a5538ed2340411acda083e5f3e4d716723e120210a92e2e3e0

Observation 288d050e-409f-4993-a131-6bd632ff7b80 · outbound

This paper cites MEIC: Re-thinking RTL Debug Automation using LLMs.

A Survey of Research in Large Language Models for Electronic Design Automation MEIC: Re-thinking RTL Debug Automation using LLMs

Reference 64

Resolution
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no resolver link, observed 2026-08-10T19:49:55.715397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.715397Z digest=sha256:b14b18d9d0c3ad81f9ebf69897569590560689232d8763e0edc5d330851388bf

Observation 145f2d1e-126c-4f5d-9b62-e58ad15bd44e · outbound

This paper cites On the Viability of using LLMs for SW/HW Co-Design: An Example in Designing CiM DNN Accelerators.

A Survey of Research in Large Language Models for Electronic Design Automation On the Viability of using LLMs for SW/HW Co-Design: An Example in Designing CiM DNN Accelerators

Reference 65

Resolution
verified exact
local_arxiv, observed 2026-08-10T19:49:55.816133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-10T19:49:55.720801Z digest=sha256:fbe1182cc90553f38e6bd19420c960486a613640b19f5c1c547b48dc104c4ab7

Observation 69004c3e-b52d-4094-b0cf-b1f2c7663c60 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

A Survey of Research in Large Language Models for Electronic Design Automation ReAct: Synergizing Reasoning and Acting in Language Models

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-10T19:49:55.725074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.725074Z digest=sha256:a97379163d40016544c48ead15a4f1cc389a466fad1d5ef1beaa9b27bc24b3dd

Observation 02b948e2-f960-4423-964a-0126f6005cb3 · outbound

This paper cites ADO-LLM: Analog Design Bayesian Optimization with In-Context Learning of Large Language Models.

A Survey of Research in Large Language Models for Electronic Design Automation ADO-LLM: Analog Design Bayesian Optimization with In-Context Learning of Large Language Models

Reference 67

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no resolver link, observed 2026-08-10T19:49:55.729628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:49:55.729628Z digest=sha256:6db9fe9e779a7c66ec9039e1c3abdf1dc64f052368ac015131f41babbc18c165

Pith citing papers

Observation d6e3a638-3406-4e1b-9ad0-20f9b083ac43 · inbound

CircuitLM: A Multi-Agent LLM-Aided Design Framework for Generating Circuit Schematics from Natural Language Prompts cites this paper.

CircuitLM: A Multi-Agent LLM-Aided Design Framework for Generating Circuit Schematics from Natural Language Prompts A Survey of Research in Large Language Models for Electronic Design Automation

Reference 12

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no resolver link, observed 2026-08-03T12:04:05.442557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T12:04:05.442557Z digest=sha256:e260b3ea75ee5035383a6f7ebbc828e30149f222cb20b55ab38c6e7f23d03dcb

Observation 142904b4-e011-4ed9-b6d2-60497328b746 · inbound

Complexity Horizons of Compressed Models in Analog Circuit Analysis cites this paper.

Complexity Horizons of Compressed Models in Analog Circuit Analysis A Survey of Research in Large Language Models for Electronic Design Automation

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-11T16:31:06.245343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-09T16:37:05.972866Z digest=sha256:e79f9c5685090a080b51a89456438e313f23bc487d982e58d130c16cd542a437

Observation fed36275-f2b1-4a02-916b-22d935a65691 · 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 A Survey of Research in Large Language Models for Electronic Design Automation

Reference 32

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verified exact
arxiv_id, observed 2026-05-21T06:54:01.181377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-21T06:51:24.566343Z digest=sha256:3a9be6d60a670142f6d145ac76c10787f47995075c798bfafbc0e7575ba8ba51