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Paper Citation Record · LEDGER

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code

As of 20 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2504.17426.

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

pith.paper-citation-record.v1
2504.17426 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:43:53.500816Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

22 of 22 outbound references displayed

  • verified exact0
  • verified fuzzy6
  • unresolved16
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c986b307-cb34-42c5-b1c8-6d7eec007434 · outbound

This paper cites Barr, Premkumar T.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Barr, Premkumar T

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:43:53.849006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 7644872b-492a-4e00-ac78-a7aa2fcd2b32 · outbound

This paper cites an unresolved cited work.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:43:53.834570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.412671Z digest=sha256:4b9588ec27302ed5c9b93869ccb634911fa10bba3620cfde97845fd7362669fb

Observation 966a96fc-87b0-492c-8327-d83671a7569e · outbound

This paper cites O’Reilly Media, Inc.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code O’Reilly Media, Inc

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:43:53.806077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.422192Z digest=sha256:7f3d8ebd379e61b795cc23dd40d70b6e97867eb56259e155eaab7625792787e6

Observation 8a79260e-f4e6-4bf3-ace5-ce175070f707 · outbound

This paper cites Blei, Andrew Y.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Blei, Andrew Y

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:43:53.791630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.427317Z digest=sha256:e76918da75b5cf48047fd5243babb66af80b34bad6e54573dfc049d0ec280233

Observation c876f2d3-4f9d-4441-8b8c-dd8b24c2e102 · outbound

This paper cites an unresolved cited work.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:43:53.777356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.432148Z digest=sha256:ea0449b1c29c6310e54508ad9b23565c85414029ddde4c6974f456446cdc9385

Observation fb285289-e8a1-4014-925c-58a91383e203 · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Gemma 2: Improving Open Language Models at a Practical Size

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-16T10:43:53.436587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:43:53.436587Z digest=sha256:ea5e3089b7b935ee4c323b96f251348bb4132da1b67f2c35d70d55366723ae11

Observation e80e3524-706e-473d-bf04-f3eb5489bca8 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Gemma: Open Models Based on Gemini Research and Technology

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-16T10:43:53.441781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:43:53.441781Z digest=sha256:b3ec566afa0a266d8e65b64156556815b8f28f335947a679ae8e7fb81db7fa92

Observation 6a046358-9dd7-47da-aafb-13da08d4397d · outbound

This paper cites an unresolved cited work.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:43:53.761960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.446450Z digest=sha256:6edc69f02e03079c4b11eebe631c6aa22d50013016e79b94d1ad30969dd27493

Observation 79180804-e833-479d-aba4-caef34aea7ab · outbound

This paper cites BERTopic: Neural topic modeling with a class-based TF-IDF procedure.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code BERTopic: Neural topic modeling with a class-based TF-IDF procedure

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-16T10:43:53.450207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:43:53.450207Z digest=sha256:a38047318e6fb7f704c518c341e73ad75628f91ae3459a6611c6032e74768841

Observation 14f5b1cc-8b51-460e-92ec-eed59feb1340 · outbound

This paper cites CodeSearchNet Challenge: Evaluating the State of Semantic Code Search.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code CodeSearchNet Challenge: Evaluating the State of Semantic Code Search

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-16T10:43:53.454277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:43:53.454277Z digest=sha256:8052912749d395c9a4f5a18561e2735ad21c18cf03363174734e047a01760f25

Observation 17f03ce3-b5ef-495b-8f6c-2579a2fe061d · outbound

This paper cites an unresolved cited work.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:43:53.747333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.458655Z digest=sha256:86384d1b50110d597fb30e85467a64c3a0eed7841825c7cb144c16f95b3c4c8e

Observation 297889a6-0b8b-46ea-a3da-bf0454558934 · outbound

This paper cites an unresolved cited work.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:43:53.733955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.462789Z digest=sha256:efe1d70f8fed710b0586ff7e36a49a76b6bf0f51ea35bedf8ef64751ff0c47d4

Observation bcd02d0f-b1fb-4c3f-b9d6-3e650b9911cd · outbound

This paper cites an unresolved cited work.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:43:53.721092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.466743Z digest=sha256:544d328640d9a9f117ed710a3f356379edc1b39e5a9e0e6116f949f0cc567fc3

Observation 4cce266c-3384-4c24-955d-886ff3e431fb · outbound

This paper cites an unresolved cited work.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:43:53.705994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.470612Z digest=sha256:001f9628a5dd8d817e6d423945b5cccf53b1bd43548892eb73aae8d92208a833

Observation dd50912b-84e8-4b60-b2bd-df6ee0357247 · outbound

This paper cites Hellendoorn, Bogdan Vasilescu, and Brad A.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Hellendoorn, Bogdan Vasilescu, and Brad A

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:43:53.690761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.474391Z digest=sha256:5c345aa2a3c957f7e2d46b72bb59485074d9efc71a82d9b3211c7a80e8e25558

Observation d8451424-7ec5-407c-b6dd-f0916f2814b7 · outbound

This paper cites an unresolved cited work.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:43:53.673791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.478372Z digest=sha256:5d32fb2a674e0e8ca4b1e52c5c44d4dbcd68e0903eb0a91c508109a63fb40f00

Observation 071b9839-9a54-4f6b-94b6-6b3be612d499 · outbound

This paper cites an unresolved cited work.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:43:53.658848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.483070Z digest=sha256:dd9bef5009ba83a21aea042bc81c9b398dd8cd1282e73aed18c39e5f63d093a2

Observation 0445ed17-c6ae-487b-8cf2-c5b8a01d3dc7 · outbound

This paper cites an unresolved cited work.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:43:53.643660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.487291Z digest=sha256:0c355df99aa42156fea8cfd4c61dbc67a742bdddf7f23ba8bf118ff453d58800

Observation 2119f45e-1bc3-4a17-934f-a2116dc23163 · outbound

This paper cites an unresolved cited work.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:43:53.611153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.496430Z digest=sha256:c5ca384771fd73d9a7bb30f8cfc66ea67267cc789656aa462a6db45864cf2311

Observation 086372f6-4c8b-49c2-ac60-77cbd28dd913 · outbound

This paper cites an unresolved cited work.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-16T10:43:53.500816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:43:53.500816Z digest=sha256:4111a759d12704d327fbbf0e873b7aaf07d208d2daedb1219230d36dee90db2a

Observation c513ab4a-e631-44b5-8daf-9493a82ae700 · outbound

This paper cites IEEE, 27–43.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code IEEE, 27–43

Reference 1993

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:43:53.820245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.417561Z digest=sha256:8a8e678cc16921543c44d3211c763f16d394e8b757c69e564f842dd8f6e2f9cc

Observation 1b86214e-e9c6-402a-b7b4-9385e1d99953 · outbound

This paper cites In2015 IEEE 23rd International Conference on Program Comprehension.

Towards Leveraging Large Language Model Summaries for Topic Modeling in Source Code In2015 IEEE 23rd International Conference on Program Comprehension

Reference 2015

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:43:53.628357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T10:43:53.491687Z digest=sha256:0cd93bb69d16f8cabae1c4f4e313e8e0561810dc7b556f13b9ca7dde41a1338c

Pith citing papers

No inbound Pith citation observations are available.