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Paper Citation Record · LEDGER

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design

As of 15 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 1 inbound Pith citation observation for arXiv:2502.03159.

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

pith.paper-citation-record.v1
2502.03159 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T05:46:23.199313Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:20:07.078894Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T17:20:07.459689Z

Reference resolution

15 of 15 outbound references displayed

  • verified exact0
  • verified fuzzy10
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ee9659fa-643d-4c57-9548-51a15fe54c4d · outbound

This paper cites Single-chip microprocessor that communicates directly using light,.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design Single-chip microprocessor that communicates directly using light,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T05:46:23.447878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-09T05:46:23.126501Z digest=sha256:3b2affa68921911f2d8f56452f0c3521c6aba7440e1a4c6f11414bb46b4d22cd

Observation 799bccc0-eb7b-4554-a3c3-dc16213c19f5 · outbound

This paper cites Novel frontier of photonics for data processing—photonic accelerator,.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design Novel frontier of photonics for data processing—photonic accelerator,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T05:46:23.431487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-09T05:46:23.132365Z digest=sha256:57b26b6db2401bacc3aa750c9fd5ccfeb1868a45b4956513db14dc27473f3527

Observation ee2d6e41-8a46-4233-8585-54101c0a5f0e · outbound

This paper cites Empowering high-dimensional optical fiber communications with integrated photonic processors,.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design Empowering high-dimensional optical fiber communications with integrated photonic processors,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T05:46:23.414544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-09T05:46:23.137773Z digest=sha256:ff3222e736718947a337a8c51a15461bbb674f56205b71e05c9ccce7993750e2

Observation 05e2445b-059e-4312-b45c-132fd4b9585c · outbound

This paper cites Large-scale photonic chiplet taichi empowers 160-tops/w artificial general intelligence,.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design Large-scale photonic chiplet taichi empowers 160-tops/w artificial general intelligence,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T05:46:23.399045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-09T05:46:23.142785Z digest=sha256:e1d37e1a4b7bc3852560b7991cb260942aff4658aa9abe75d6e75c446672ef02

Observation c851b8c7-1f5a-4656-8079-fbfab3ba0282 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design Gemini: A Family of Highly Capable Multimodal Models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-09T05:46:23.147910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T05:46:23.147910Z digest=sha256:ddad4e8fc525bc0491652011f652ed4db9018c0028352526156663dbcbf07cac

Observation dcdc542c-754c-4b14-8017-d416a3b8ba55 · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design The claude 3 model family: Opus, sonnet, haiku

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T05:46:23.383546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-09T05:46:23.153912Z digest=sha256:bdf4c5350ffec133d3cbc1f066eb3811c700fcaaa2170c9adcdfd5859c299b2f

Observation d6a61c80-c168-491d-bc98-368bf93959cf · outbound

This paper cites GPT-4 Technical Report.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design GPT-4 Technical Report

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-09T05:46:23.159163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T05:46:23.159163Z digest=sha256:3ad8b0f004c755537fa8f0fbbf0f8e8b003efa9bc6854b8bd02fbf422481f8e4

Observation 7ce135f7-2fc2-4b04-8ee9-c2a4e0109bf6 · outbound

This paper cites Rtllm: An open-source benchmark for design rtl generation with large language model,.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design Rtllm: An open-source benchmark for design rtl generation with large language model,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T05:46:23.368250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-09T05:46:23.165062Z digest=sha256:d9a424e5ea811b83f5f8392127e4a24c19ee0a81e15745055ddbe2164ddd48ff

Observation 692b70e4-727a-4bd8-bbb6-99cff2154033 · outbound

This paper cites Verilogeval: Evaluating large language models for verilog code generation,.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design Verilogeval: Evaluating large language models for verilog code generation,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T05:46:23.352796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-09T05:46:23.170118Z digest=sha256:2ba0265bebf020089179680787f3ea3c1b4a6089f71b0b710b5c73710c40dc12

Observation 454dc011-abf0-4cfd-b3d2-8266d3499039 · outbound

This paper cites SPICEPilot: Navigating SPICE Code Generation and Simulation with AI Guidance.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design SPICEPilot: Navigating SPICE Code Generation and Simulation with AI Guidance

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-09T05:46:23.175007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T05:46:23.175007Z digest=sha256:02130d55350d04afb213f22c39c016df88fb7dadc7e536a380e4472524db3a67

Observation 11b4080f-d8be-4eef-bd8c-0f4be6893fd0 · outbound

This paper cites Chateda: A large language model powered autonomous agent for eda,.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design Chateda: A large language model powered autonomous agent for eda,

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-09T05:46:23.180192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T05:46:23.180192Z digest=sha256:46e3f03c9bbdd206e2db3cded509e8f1ce1ec7edac6869934f795aea0001e390

Observation 8969f461-9929-43eb-9318-e4fc229cc4a1 · outbound

This paper cites From english to pcsel: Llm helps design and optimize photonic crystal surface emitting lasers,.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design From english to pcsel: Llm helps design and optimize photonic crystal surface emitting lasers,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T05:46:23.327510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-09T05:46:23.185107Z digest=sha256:b7e72260608e184a269eef15bd5c4f111e8aca07ddc6caa9195411b3e00c0310

Observation c4ef07d9-dc22-4968-b224-99e18b7a42ec · outbound

This paper cites Towards large-language model assisted layout of silicon photonic integrated circuits,.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design Towards large-language model assisted layout of silicon photonic integrated circuits,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T05:46:23.312290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-09T05:46:23.189974Z digest=sha256:7b154656114c1362fc9f91d2e90bca4c6fac03405c4ea30840eea66763f409b8

Observation b1190f14-eab8-4805-a620-8bfcf8d1fda9 · outbound

This paper cites Laporte, “Sax,” 2023.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design Laporte, “Sax,” 2023

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T05:46:23.295286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-09T05:46:23.194726Z digest=sha256:e6274d094ffd3aba7855c643188139ba61b38ccad3bbceb36ff44411d7f8e789

Observation 6ed0b110-3737-4887-8665-fad4b385f057 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design Evaluating Large Language Models Trained on Code

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-09T05:46:23.199313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T05:46:23.199313Z digest=sha256:265a778fd5051a4ec67c5ee2b044e3bb23616bfbcdd7467544c863a497180d76

Pith citing papers

Observation f5ea112b-d704-4446-80e4-efb2eb0df19d · inbound

AI Agents for Photonic Integrated Circuit Design Automation cites this paper.

AI Agents for Photonic Integrated Circuit Design Automation PICBench: Benchmarking LLMs for Photonic Integrated Circuits Design

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-15T17:20:07.463546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T17:20:07.078894Z digest=sha256:f9168007f2247f9b587c2edaa9b88c92cfff139e3b935c12719b649d1d6ed242