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Paper Citation Record · LEDGER

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank

As of 17 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2507.20753.

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

pith.paper-citation-record.v1
2507.20753 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:20:26.553883Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

23 of 23 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved21
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1b1ae155-3d24-4ff4-b54c-7df8a84c6f44 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:20:27.943290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation eca9d31c-2953-4f50-9dc8-5b5616c75fc4 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:20:27.930359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T13:20:24.800523Z digest=sha256:480176c2468f137a36eca11cf8ca7bf3bda8936cd7fe8bb96277f4c6c133f66e

Observation 9344def5-d064-4ce3-a9d3-308fc685e869 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T13:20:24.868410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:20:24.868410Z digest=sha256:d365219ca6c05583cf07befc3426311cb408bf0ceb828d80fd96615ddd0bfba6

Observation b2453ce4-5bbd-494d-b498-67fb81ad1e94 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:20:27.917604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T13:20:24.928281Z digest=sha256:32736be799b74bc6552c42ba9825fe4ba4d6f753aadfd97f3b3ae6b7415270df

Observation 2dbaa345-fd46-4a31-a13b-05f844f19525 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:20:27.905482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T13:20:25.047079Z digest=sha256:bbf4e363d600aebbdc8128175ada28ac4ab96ef1a6c53951eb02a76c61a19b43

Observation 8b268800-e3d6-4244-9d51-f3d9cd89431a · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:20:27.893123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T13:20:25.172797Z digest=sha256:0d9a4502c33b05b1124c636ef201bd62660f0a848f644ae8211a03e8395f64aa

Observation 1d3243e5-2093-4795-b99a-366682cb0e85 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T13:20:25.257373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:20:25.257373Z digest=sha256:98adb76bc6da2c40c5563df5372b716364b2e57cfc032e5bd630fc2f2cda5ef9

Observation 66100cb4-e7fd-4aa5-ab37-3024442eb82b · outbound

This paper cites Turnbull, Brendan M.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Turnbull, Brendan M

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T13:20:25.330442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:20:25.330442Z digest=sha256:d7ec05504be330b8c57c70f3f140af18921a4869e59e2bd0f70f035aa9ce906b

Observation cfef059f-e183-478d-9dee-734ec3e0537a · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T13:20:25.407661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:20:25.407661Z digest=sha256:68c8f8fab70fb48e8e9e4ac0d61f9216258a4a7c811317ed0b492e162e4a1b62

Observation 1d8407a1-e8dc-41f4-821e-6732e1113cef · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T13:20:25.499824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:20:25.499824Z digest=sha256:b0b8b6a3aa4a2908986df8eb1e5a531fa9b8ac6eafbc41ef11a3cee71d83d39f

Observation 9edf007b-c00a-4474-a74c-59cfd046e284 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T13:20:25.595153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:20:25.595153Z digest=sha256:24bdfc2e4050a114a72b1dea2f4b8a0a9fbeee50573a9e528ca97c9750f10bcd

Observation 9dae05e3-dc1d-4855-ac0a-fd03cfb2d9b5 · outbound

This paper cites Towards Better Web Search Performance: Pre-training, Fine-tuning and Learning to Rank.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Towards Better Web Search Performance: Pre-training, Fine-tuning and Learning to Rank

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-06T13:20:27.259414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T13:20:25.663796Z digest=sha256:f1e725cd2e04ad2f3f98782980bacf56e19477f8174ea7f015bb4043f4ca8fe4

Observation 95ece6a1-2da9-4380-9b67-d857183744e9 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T13:20:25.749614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:20:25.749614Z digest=sha256:b10091d56268e112caae8060c86db3a9a495ccafabe80b547055c1110d847a17

Observation 07f06635-5148-4d8f-8bd3-ea78fed9cdca · outbound

This paper cites Context-Aware Learning to Rank with Self-Attention.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Context-Aware Learning to Rank with Self-Attention

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-08-06T13:20:26.915359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T13:20:25.821245Z digest=sha256:3e5cd2c1ece59f47e66132d62f8a2690b6179e21be0d412631111eb5f2ea3b44

Observation 211d36fb-1d17-4d76-a35f-4a53e9b8a5b6 · outbound

This paper cites Introducing LETOR 4.0 Datasets.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Introducing LETOR 4.0 Datasets

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T13:20:25.872833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:20:25.872833Z digest=sha256:014f7b9c8821f03d2688e3afff4b20c0bb3725ce50b1edbe905ddfbf2f7957c9

Observation b94e8761-2e55-4eff-8672-dc065e4cfdc0 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T13:20:25.961476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:20:25.961476Z digest=sha256:3bd5136275b4da188c63bcd0199eefb2cb56200bd6a49486d25b6bc54afa833d

Observation 2a2f1464-25fa-49c0-a71b-fb1d736866a4 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T13:20:26.047247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:20:26.047247Z digest=sha256:79381f9859d562234be39e51878565428f12e03bbb12fa994378631c8a2dcca4

Observation d63cf1cf-408f-4643-9398-6fa4556ccc91 · outbound

This paper cites Gomez, Łukasz Kaiser, and Illia Polosukhin.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Gomez, Łukasz Kaiser, and Illia Polosukhin

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T13:20:26.092370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:20:26.092370Z digest=sha256:0cff550312a987e023bd528cc4807954bded546c2339e431a73630ec3bf5f66f

Observation 8d27f683-a36b-4133-81be-1402eaa3efd4 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:20:27.862706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T13:20:26.147613Z digest=sha256:045bf723a3023861ebb0a714ef11ace57f24fefec6469c357aa55123d7559ef1

Observation 3d93d1f4-b227-4378-b274-5cf483ac5d60 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:20:27.849784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

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Observation 016cc020-0eb3-4f60-93c6-a3dab1bcfde6 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T13:20:26.441805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:20:26.441805Z digest=sha256:c76f3f2b5d261db8763490d52f22e332dadefa14ce971ee67d993def8179cae9

Observation e662c5e9-3b86-4533-8a7f-44a4b0b45317 · outbound

This paper cites an unresolved cited work.

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:20:27.834820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T13:20:26.553883Z digest=sha256:3b27bca741862831ece51ba81d9086ac83bf2a467f2de65377c85d80b075e11d

Observation 93b3ebce-66fe-4b8e-8cfd-c2dc0e933878 · outbound

This paper cites InProceedings of the 17th ACM Conference on Recommender Systems (Singapore, Singapore) (RecSys ’23).

Industry Insights from Comparing Deep Learning and GBDT Models for E-Commerce Learning-to-Rank InProceedings of the 17th ACM Conference on Recommender Systems (Singapore, Singapore) (RecSys ’23)

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-06T13:20:26.343775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:20:26.343775Z digest=sha256:cac40783afb31dbb3a9c8e8ac1ad3c949a1afc79255554e48fc85440fed783e6

Pith citing papers

No inbound Pith citation observations are available.