Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T06:05:50.615357Z
Paper Citation Record · LEDGER
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design
As of 3 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 5 inbound Pith citation observations for arXiv:2604.17097.
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 2026-08-01T15:14:09.045687Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-01T14:05:46.772935Z
Reference resolution
20 of 20 outbound references displayed
- verified exact2
- verified fuzzy17
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 74febae0-40f5-4a41-9b4c-c8fc9cb82753 · outbound
This paper cites Occupational outlook handbook: Computer hardware engineers.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design Occupational outlook handbook: Computer hardware engineers
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.409694Z
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 4e953206-0d01-4d92-8ad5-17c321a7b845 · outbound
This paper cites High-level synthesis for FPGAs: From prototyp- ing to deployment.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design High-level synthesis for FPGAs: From prototyp- ing to deployment
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.412476Z
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 7ed4104f-206b-46fb-9a36-76d7bbbde86a · outbound
This paper cites Bambu: An open-source research frame- work for the high-level synthesis of complex applications.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design Bambu: An open-source research frame- work for the high-level synthesis of complex applications
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.384203Z
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 00b9e482-847e-4388-93a2-82369ee7596b · outbound
This paper cites Chip-Chat: Challenges and opportunities in conversational hardware design.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design Chip-Chat: Challenges and opportunities in conversational hardware design
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.397694Z
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 5fc54b44-2712-40af-9d21-bd609574f15e · outbound
This paper cites VerilogEval: Evaluating large language models for Verilog code generation.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design VerilogEval: Evaluating large language models for Verilog code generation
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.386790Z
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 3628dc94-9714-4159-8127-7d7ec9cba5c0 · outbound
This paper cites RTLLM: An open-source benchmark for design RTL generation with large language model.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design RTLLM: An open-source benchmark for design RTL generation with large language model
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.400172Z
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 6fc1b62f-a4a7-406d-af2e-ff4047715b1a · outbound
This paper cites Benchmarking large language models for automated Verilog RTL code generation.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design Benchmarking large language models for automated Verilog RTL code generation
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.392104Z
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 0757ea5f-83c4-454c-bc30-e024a464b3b5 · outbound
This paper cites an unresolved cited work.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-05-21T17:50:27.415042Z
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 f3f452bc-7a29-4c07-b1f7-537dd806626d · outbound
This paper cites Chisel: Constructing hardware in a Scala embedded language.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design Chisel: Constructing hardware in a Scala embedded language
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.406931Z
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 597f41f5-c4f8-48ce-a1fe-4d71c0683cec · outbound
This paper cites The Rocket Chip generator.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design The Rocket Chip generator
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.394865Z
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 c1f37d93-b14d-4040-919c-9d7b4fc9a3e5 · outbound
This paper cites Bluespec System Verilog: Efficient, correct RTL from high level specifications.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design Bluespec System Verilog: Efficient, correct RTL from high level specifications
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.389402Z
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 af36c020-0db8-407f-8cee-6657d6bc082d · outbound
This paper cites PyMTL3: A Python framework for open- source hardware modeling, generation, simulation, and verification.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design PyMTL3: A Python framework for open- source hardware modeling, generation, simulation, and verification
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.403024Z
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 f6bbedca-d7bc-4e0b-8616-ade8e311a4f5 · outbound
This paper cites LLVM: A compilation framework for lifelong program analysis & transformation.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design LLVM: A compilation framework for lifelong program analysis & transformation
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.420169Z
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 8028d2d1-5d2a-4e76-b356-5515330cea10 · outbound
This paper cites RTLCoder: Fully open-source and efficient LLM-assisted RTL code generation technique.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design RTLCoder: Fully open-source and efficient LLM-assisted RTL code generation technique
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.417768Z
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 b9e63713-875c-4785-a3a5-ea907040a9d4 · outbound
This paper cites BetterV: Controlled Verilog generation with discriminative guidance.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design BetterV: Controlled Verilog generation with discriminative guidance
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.422674Z
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 470f2cd8-5c42-4840-9460-69fdb80b3d4e · outbound
This paper cites Chipgpt: How far are we from natural language hardware design.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design Chipgpt: How far are we from natural language hardware design
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T06:06:18.445321Z
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 fb9aa621-83b8-42e8-a0c7-3d94c8847e6b · outbound
This paper cites AutoChip: Automating HDL Generation Using LLM Feedback.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design AutoChip: Automating HDL Generation Using LLM Feedback
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T06:06:18.442613Z
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 05284ad1-089b-4cc8-b544-243222134ff4 · outbound
This paper cites Yosys – a free Verilog synthesis suite.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design Yosys – a free Verilog synthesis suite
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.425405Z
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 6f327949-6f21-462b-835c-c5e64fde18ab · outbound
This paper cites Yosys+nextpnr: An open source framework from Verilog to bitstream for commercial FPGAs.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design Yosys+nextpnr: An open source framework from Verilog to bitstream for commercial FPGAs
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.427632Z
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 843c8f02-50b1-4cd6-948a-860af81624de · outbound
This paper cites Synthesis-in-the-loop evaluation of LLMs for RTL generation: Quality, reliability, and failure modes.
From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design Synthesis-in-the-loop evaluation of LLMs for RTL generation: Quality, reliability, and failure modes
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-21T17:50:27.429988Z
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 e1f8687b-129d-4df0-be14-98ef74c10544 · 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 From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design
Reference 7
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T06:51:26.828732Z
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 bcc694e5-6c25-42d0-a2dc-1df50db7722f · 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 From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design
Reference 7
- Resolution
- verified exact
- local_arxiv, observed 2026-05-14T21:12:58.791135Z
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 07eb13a1-04df-44fe-93f9-c18e87fab84b · 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 From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design
Reference 7
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T08:59:55.403628Z
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 91fa6ba4-f451-47c2-9334-b69806efc10f · 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 From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design
Reference 7
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T14:05:46.774164Z
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 bc39b5c6-f78e-4d96-8e2a-ca939a8b7f77 · inbound
A Progressive Approach to Synthesizable RTL Design Generation Using LLMs cites this paper.
A Progressive Approach to Synthesizable RTL Design Generation Using LLMs From Natural Language to Silicon: The Representation Bottleneck in LLM Hardware Design
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T15:14:09.045687Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.