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Paper Citation Record · LEDGER

Do Code LLMs Understand Design Patterns?

As of 11 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 2026-08-11T06:34:44.6726+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=sha256:7caa0c155d953dce111a5a7fd7436be32f9ad4db0e1b04025665ab8e3352aaea

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T21:28:07.313017Z digest=sha256:279dd0770a5d23fd49f9eb0273ed59b101cebe83019b90218d2a3f2caabd2de9

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=sha256:09724d95235133daaff39de16b825b86a061d3d476e6e7d70d023ae564c26744

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=sha256:59c1bd7be92428305724ad12632960918717b712ad771a2cbeecaa129c79278f

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=sha256:15b1b041e7fa2f06afb1a4caf3470b89e81b7f11f9b038b20461b18d09000932

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:ea1b7bb7f5f11c1d9aa79b545df59f97e02c582d4e8d3a1c9977f7c024ed2428

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=sha256:484a168eb2856d305004111b2981804a151c26d6e008fcd369f3602d9d41932b

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=sha256:42f68ae5f4aaf64fab0934da2593acfbad6ba2e9b6163897ff6ccbba33adf864

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=sha256:5527a6a792df39d43f426608013d7e8fd9f33d74ffa8c5c1cf0b5b6888322422

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=sha256:4156ebdc79de617dc82e29daf1d0f3228ad267a0cbc1fa5b489fba437afab4f5

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:a3f4e433e06791ca0e811e073be5e01948ff69b4d508527eb519b6da11cd4977

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T21:28:07.360141Z digest=sha256:1b0e14de113be1f8a596892e251c3edf8c0c02d9f2af8baadc54a42d8d1b34e9

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T21:28:07.364848Z digest=sha256:4c57955a74c370024e00d9997719b9ab67ac1fdf8fb18d255bbf5a86002d2271

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-10T21:28:07.369228Z digest=sha256:62538afb73774e9ea4103cd7c328ad9592081328c63ca23113f47ddbc563e402

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=sha256:1d24ccf7a4e720f4a7317d3375799ce357fc2c5096f5ecc1133109a3f65e07f2

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=sha256:5beaaeee2e654edc6fa41f4263efde0694ccc2d6733ad4f1a3ce55b1110791e5

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=sha256:3da462c8d11cc8919fdac3e3494068cad259b78644b6af8d9c2f89eb250968aa

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-10T13:01:11.599763Z digest=sha256:ec609010268fd71432a5a77eee0f6137e62a33008ab8cf38ed81cf0419b5106d