Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T06:00:31.420896Z
Paper Citation Record · LEDGER
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation
As of 3 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 4 inbound Pith citation observations for arXiv:2604.17102.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-30T22:18:09.663488Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-01T14:05:46.790779Z
Reference resolution
21 of 21 outbound references displayed
- verified exact7
- verified fuzzy14
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 470f7de1-fd8d-46a9-9789-8f39fc3144f8 · outbound
This paper cites Benchmarking Large Language Models for Automated Verilog RTL Code Generation.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Benchmarking Large Language Models for Automated Verilog RTL Code Generation
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T06:01:13.219868Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 65c45a67-0c6a-4bb8-abb6-d25bd3279849 · outbound
This paper cites Llms and the future of chip design: Unveiling security risks and building trust.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Llms and the future of chip design: Unveiling security risks and building trust
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.824872Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 604b9991-110f-449f-94f9-d965c102fa44 · outbound
This paper cites Pluto: A benchmark for eval- uating efficiency of llm-generated hardware code.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Pluto: A benchmark for eval- uating efficiency of llm-generated hardware code
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T06:01:13.217392Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 5aae65bc-cf82-4cfa-b36f-a055fd007c29 · outbound
This paper cites Origen: Enhancing rtl code generation with code- to-code augmentation and self-reflection.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Origen: Enhancing rtl code generation with code- to-code augmentation and self-reflection
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.827959Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 2bf35c5d-c70f-4981-beb8-c71a8ef8ec2a · outbound
This paper cites Rtlcoder: Fully open-source and efficient llm- assisted rtl code generation technique.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Rtlcoder: Fully open-source and efficient llm- assisted rtl code generation technique
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.812780Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation b9ccdbac-73d5-47cf-ac2a-fc53feb6b3ef · outbound
This paper cites Verileaky: Navigating ip protection vs utility in fine-tuning for llm-driven verilog coding.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Verileaky: Navigating ip protection vs utility in fine-tuning for llm-driven verilog coding
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.814876Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 833d4583-bee7-4b3d-a4da-a9b64027ca0f · outbound
This paper cites Low-Loss Silicon Directional Coupler with Arbitrary Coupling Ratios for Broadband Wavelength Operation Based on Bent Waveguides.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Low-Loss Silicon Directional Coupler with Arbitrary Coupling Ratios for Broadband Wavelength Operation Based on Bent Waveguides
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T06:01:13.224860Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 30c3268f-2f73-4fad-90f5-169de1249e43 · outbound
This paper cites Hot or cold? adaptive temperature sampling for code generation with large language models.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Hot or cold? adaptive temperature sampling for code generation with large language models
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.819885Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation a1f0bdf4-6eae-429d-97dd-c2c9ea1c692a · outbound
This paper cites Netdetox: Adversarial and efficient evasion of hardware-security gnns via rl-llm orchestration.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Netdetox: Adversarial and efficient evasion of hardware-security gnns via rl-llm orchestration
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T06:01:13.229575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e8f0bb39-fbaf-470d-9d01-b3062cd8b4ab · outbound
This paper cites Survey of different large language model ar- chitectures: Trends, benchmarks, and challenges.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Survey of different large language model ar- chitectures: Trends, benchmarks, and challenges
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.817324Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 6bd64706-e9b6-4e3f-bb33-80a672b79fb0 · outbound
This paper cites Evaluating Large Language Models Trained on Code.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Evaluating Large Language Models Trained on Code
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-05-10T06:01:13.227105Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 4ba3a966-a7fe-473d-9cec-15e6247089b7 · outbound
This paper cites Program Synthesis with Large Language Models.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Program Synthesis with Large Language Models
Reference 12
- Resolution
- verified exact
- local_arxiv, observed 2026-05-10T06:01:13.222298Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 3bbee83d-a55b-4fa4-87ad-3d597fd1ab5b · outbound
This paper cites Rtllm: An open-source benchmark for design rtl generation with large language model.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Rtllm: An open-source benchmark for design rtl generation with large language model
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.830587Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation fcc7a3da-cede-4c71-94e5-765a3baca085 · outbound
This paper cites Verilogeval: Evaluating large language models for verilog code generation.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Verilogeval: Evaluating large language models for verilog code generation
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.835686Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 05ceb934-7b21-4a08-8ceb-2a0a3f247405 · outbound
This paper cites Verigen: A large language model for verilog code generation.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Verigen: A large language model for verilog code generation
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.805452Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation d1072745-2159-44bb-bd10-ff2fb88d5791 · outbound
This paper cites Mage: A multi-agent engine for automated rtl code generation.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Mage: A multi-agent engine for automated rtl code generation
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.810686Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation d10acb64-c012-479c-8e0e-620a8a6bf730 · outbound
This paper cites Turtle: A unified evaluation of llms for rtl generation.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Turtle: A unified evaluation of llms for rtl generation
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.819579Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 79222d18-cecb-434d-9b4a-ffde16bfa19d · outbound
This paper cites Revisiting verilogeval: A year of improvements in large-language models for hardware code generation.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Revisiting verilogeval: A year of improvements in large-language models for hardware code generation
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.821837Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation ecab9062-6785-41c6-849a-fa6e6980bb26 · outbound
This paper cites Yosys open SYnthesis suite.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Yosys open SYnthesis suite
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.833451Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 8d7b9610-6f78-4e05-954d-201c54c8df09 · outbound
This paper cites The NanGate 45nm open cell library.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation The NanGate 45nm open cell library
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T18:14:18.839041Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation c6e20918-f1df-40d5-a142-c9df1330aea4 · outbound
This paper cites Synthesis-in-the-Loop Evaluation of LLMs for RTL Generation: Quality, Reliability, and Failure Modes.
Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation Synthesis-in-the-Loop Evaluation of LLMs for RTL Generation: Quality, Reliability, and Failure Modes
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T02:45:01.666433Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Pith citing papers
Observation 268e6078-bb2b-4740-81d2-9a31250fbb5b · inbound
LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges cites this paper.
LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation
Reference 28
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T06:51:26.589967Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 3519d1df-740a-4ddb-9d0c-df0feb0965d4 · inbound
LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges cites this paper.
LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation
Reference 29
- Resolution
- verified exact
- local_arxiv, observed 2026-05-14T21:12:58.752559Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 5a8375a8-7754-4212-a821-6c51c7af35a5 · inbound
LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges cites this paper.
LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation
Reference 29
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T08:59:55.355441Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation ec5df203-028e-4113-9b7c-3b42c8590e76 · inbound
LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges cites this paper.
LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation
Reference 29
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T14:05:46.792324Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.