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Paper Citation Record · LEDGER

Do Code LLMs Understand Design Patterns?

As of 12 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 1 inbound Pith citation observation for arXiv:2501.04835.

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

pith.paper-citation-record.v1
2501.04835 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:28:07.382611Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T13:01:11.599763Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T13:35:26.890622Z

Reference resolution

17 of 17 outbound references displayed

  • verified exact1
  • verified fuzzy3
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 781b1b11-0516-473d-af3e-3591ffd3a3f4 · outbound

This paper cites GPT-4 Technical Report.

Do Code LLMs Understand Design Patterns? GPT-4 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-10T21:28:07.307433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:28:07.307433Z digest=sha256:bf1fccd032ff5b93fc02db1e40ea8443f43aab3963ad34e1a6f48efe6b1206b0

Observation c3078f67-82a0-4c45-8461-022c4a34aba7 · outbound

This paper cites Claude 3.5: Sonnet.

Do Code LLMs Understand Design Patterns? Claude 3.5: Sonnet

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:28:07.646346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:28:07.313017Z digest=sha256:eb13f1f33a21840105537be9a0e2aa67f4f959c20f13c35d396aad3f081f1f9a

Observation bd89a507-6e6f-422a-bc9e-ef74b77a3b25 · outbound

This paper cites Qwen Technical Report.

Do Code LLMs Understand Design Patterns? Qwen Technical Report

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-10T21:28:07.317526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:28:07.317526Z digest=sha256:82228751ed39edb57341a41fb37400f37f5c40f68bda2fe310a0e285bd47ad6a

Observation f87bf359-47af-448f-9dc0-9e0cce55b5ee · outbound

This paper cites Llama Scope: Extracting Millions of Features from Llama-3.1-8B with Sparse Autoencoders.

Do Code LLMs Understand Design Patterns? Llama Scope: Extracting Millions of Features from Llama-3.1-8B with Sparse Autoencoders

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-10T21:28:07.322217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:28:07.322217Z digest=sha256:ec1f7c56dd8f0d3c57d92567ac15ee3b6f40911f19e32ad893abbea5a6156066

Observation 31ec0da4-fdbc-4733-9985-3b25926ecec0 · outbound

This paper cites Mistral 7B.

Do Code LLMs Understand Design Patterns? Mistral 7B

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-10T21:28:07.327268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:28:07.327268Z digest=sha256:8488efc00ad4584e99adbf9039cbb24dba44d380d76313546ec35665e836a86f

Observation cdfe925c-bf9a-47b7-8218-da089f6504c3 · outbound

This paper cites Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models.

Do Code LLMs Understand Design Patterns? Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T21:28:07.332684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:28:07.332684Z digest=sha256:709fa0f707ad508f106da9f3326a8def2bc07e9b71965fb900ccb141cfe0d73d

Observation 5fdd2f42-4e33-4a40-bcc4-74516e611cf8 · outbound

This paper cites Conv-CoA: Improving Open-domain Question Answering in Large Language Models via Conversational Chain-of-Action.

Do Code LLMs Understand Design Patterns? Conv-CoA: Improving Open-domain Question Answering in Large Language Models via Conversational Chain-of-Action

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-10T21:28:07.337419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:28:07.337419Z digest=sha256:82bb1722c9ed298f21953f3cc014604d56d45b9aa0721b41b6e673654f8a7758

Observation 1cd375c7-9719-4221-82c9-2731ac8c9c22 · outbound

This paper cites Yi: Open Foundation Models by 01.AI.

Do Code LLMs Understand Design Patterns? Yi: Open Foundation Models by 01.AI

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-10T21:28:07.342413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:28:07.342413Z digest=sha256:e2cdd717b3585de1edf3a92e8eb21f5479801c7ee6a17d37d37f647b86a7904f

Observation 41d8352c-ead8-4545-a5d1-ee75fb9e0c47 · outbound

This paper cites Qwen2 Technical Report.

Do Code LLMs Understand Design Patterns? Qwen2 Technical Report

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-10T21:28:07.346876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:28:07.346876Z digest=sha256:f541b908f9090f342d5b053f1a9b4656cbe63c451dbcb7d937ed4f404338fc27

Observation b27ae55e-1339-4268-a435-cc567d1e3291 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Do Code LLMs Understand Design Patterns? Evaluating Large Language Models Trained on Code

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-10T21:28:07.351266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:28:07.351266Z digest=sha256:4f3a8faa77624e27f8f442a48bfdca41c74080b67af10d7609bd37de8b491baf

Observation 5f1849d8-56cc-410b-aeb6-7ea0d673749a · outbound

This paper cites CodeT: Code Generation with Generated Tests.

Do Code LLMs Understand Design Patterns? CodeT: Code Generation with Generated Tests

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T21:28:07.355557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:28:07.355557Z digest=sha256:58f1ab58fe4a042e19b6e9271f1d4c0936cc9eb04f25919a3aaeca4224c02ef6

Observation 83ae1b15-355e-4b3c-95e4-ee65f3f99109 · outbound

This paper cites L., Majumder, S.

Do Code LLMs Understand Design Patterns? L., Majumder, S

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:28:07.631932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:28:07.360141Z digest=sha256:73e064af70dfe8365d75ccb3711279fe16e807a5919aeac97ad5b93ccf96938a

Observation b3b4f1fa-57f8-4240-8719-7f75e5cd89e3 · outbound

This paper cites (2024, February).

Do Code LLMs Understand Design Patterns? (2024, February)

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:28:07.617160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:28:07.364848Z digest=sha256:c32f63e41aa356a370ca5f0713ffbbd569532f1e4062f2ef5f96549454dc7b4d

Observation 804398f0-dd34-4d8b-ac1a-5a202d15d0cb · outbound

This paper cites Domain Adaptation for Code Model-based Unit Test Case Generation.

Do Code LLMs Understand Design Patterns? Domain Adaptation for Code Model-based Unit Test Case Generation

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-08-10T21:28:07.467393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T21:28:07.369228Z digest=sha256:c241bb455cad89e4c161bde0cd4aaea4e8e7465ec22dec2153f2dbe0713bbb56

Observation 6fd0df59-155c-4751-af56-40e6a0e2d1a4 · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

Do Code LLMs Understand Design Patterns? StarCoder 2 and The Stack v2: The Next Generation

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-10T21:28:07.373725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:28:07.373725Z digest=sha256:f8d55e37f1ce8c1e5749613af573c1ff6fe767db0eef4b7f11777fbd38066c95

Observation 6510e17f-721a-449a-99e7-d05c05b09b4a · outbound

This paper cites StarCoder: may the source be with you!.

Do Code LLMs Understand Design Patterns? StarCoder: may the source be with you!

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-10T21:28:07.378058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:28:07.378058Z digest=sha256:403a9b2087d032a7c952086aa36d0b29c3584574cf07039332f6e2ae51b2e870

Observation 11e74f18-423d-419a-a5d2-8abc9be588eb · outbound

This paper cites Codev-Bench: How Do LLMs Understand Developer-Centric Code Completion?.

Do Code LLMs Understand Design Patterns? Codev-Bench: How Do LLMs Understand Developer-Centric Code Completion?

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-10T21:28:07.382611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:28:07.382611Z digest=sha256:fedb79744c6c2a50776ba3652e41de8ba444bde6f8908c457aa7894782bedbbb

Pith citing papers

Observation e6ebf5fc-db66-4b88-919e-3b5ce4f72b49 · inbound

Towards Personalizing Secure Programming Education with LLM-Injected Vulnerabilities cites this paper.

Towards Personalizing Secure Programming Education with LLM-Injected Vulnerabilities Do Code LLMs Understand Design Patterns?

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-10T13:35:26.891825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T13:01:11.599763Z digest=sha256:b7a92bc83db6899cb8bcf304603174882138ff2dfd8d7d625d7063fb491a6a41