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Paper Citation Record · LEDGER

A Survey of LLM $\times$ DATA

As of 9 August 2026, this Paper Citation Record lists 100 of 300 outbound references and 7 inbound Pith citation observations for arXiv:2505.18458.

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

pith.paper-citation-record.v1
2505.18458 v3

Coverage vector

measured 100 of 300 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:33:12.978413Z

measured 107 of 107 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T03:28:58.816450Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T13:28:19.051903Z

Reference resolution

100 of 300 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved88
  • parse uncertain12
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation deef5ada-56bf-4b11-ad2e-aaf2ae36a9f3 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 1

Resolution
parse uncertain
no resolver link, observed 2026-08-07T14:33:06.532294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:06.532294Z digest=sha256:fac74611cc1dd91431ae8c2b5b23837d7e36b12ab2793980335680f339f9f3ba

Observation e4c4bab2-0cf1-4796-a72a-af4e1eb863ee · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:06.611622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:06.611622Z digest=sha256:36a0b37b47c8dbe1d6191cecb75141f93b885bda3a09344edf5a1ccc62c2da96

Observation 14bbfd85-e047-42fc-81d2-41897cc91ceb · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:06.682009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:06.682009Z digest=sha256:1bdfc56804f3b363a3b0797d8e838779bdebb92d333350aad6612f29eabacc6b

Observation 4ce47dcf-b023-47d3-9c2f-4995ae93fa47 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:06.780637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:06.780637Z digest=sha256:6956d6f24bf1074e9dab376363482924aa762d322ed3e274b340991970da9105

Observation 5f2773f4-98f7-4355-9c98-3cb66b9b6a72 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:06.832012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:06.832012Z digest=sha256:3c79c74bccb5e82cecc372e901c3e2747e56bc85c135db78d90e32f93d586892

Observation 8d1916be-b028-4dc2-acad-74a6241e7508 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:06.926732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:06.926732Z digest=sha256:f15952979c216b84673f205d92c7883a3b5a4b20b3c1e77dd02ee4d46f383a60

Observation f7b53733-6f15-4cdd-a642-9475590de8e4 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 8

Resolution
parse uncertain
no resolver link, observed 2026-08-07T14:33:07.031587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:07.031587Z digest=sha256:af8c4a2890edb808ffd2228b449b0a1cdf059a315ea28342cadd07906a5a6dd4

Observation 4af0c363-16eb-4184-b853-c67910b13811 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 9

Resolution
parse uncertain
no resolver link, observed 2026-08-07T14:33:07.058290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:07.058290Z digest=sha256:838fc019fc03a3cca4d1d1aa8424f4656b3f47324ca05fbbb5daaec744fd1156

Observation 772662e4-111a-49c9-91e7-0652eaec334d · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 10

Resolution
parse uncertain
no resolver link, observed 2026-08-07T14:33:07.061034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:07.061034Z digest=sha256:aaa93cf01b548e605083e7f401087e7e0cd7b2fc418fdab78235a1644254f228

Observation 6ee21406-d2a2-4653-8b03-3c768b17e7ef · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 11

Resolution
parse uncertain
no resolver link, observed 2026-08-07T14:33:07.104191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:07.104191Z digest=sha256:bdaf1d657d97e8c31a0de03c7a4660c638386f9479dd97e82959ced17bd138de

Observation 551fcdc7-a95d-404e-98a5-2deef38dfa41 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 12

Resolution
parse uncertain
no resolver link, observed 2026-08-07T14:33:07.220281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:07.220281Z digest=sha256:90de72be3c103d5073a70e13933692287380fdd76ec2eaf7052f56c0177109ad

Observation b357e7a8-5995-439c-b6cb-05922d0de27e · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:07.363617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:07.363617Z digest=sha256:049841276947b9a852ac241d6abb64786fe1372fd4f41e69a1bb2970f79bb5f0

Observation e24f869e-3e8a-41c9-97e8-c4ac25c356d8 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:07.509580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:07.509580Z digest=sha256:fd97a637f916bd06acd1a0a263ab7b33114de625e304ac69ab93a1be47dfd7c7

Observation 59a43804-00e3-4da3-bb05-89ca3be024da · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:07.634740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:07.634740Z digest=sha256:f74a86d25c8e09201353c5ccd9150acc1f57fc82dd63acc871111d48c208efea

Observation 7baa7ee2-bff8-4c19-852b-09e0ebb9dcb2 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:07.742918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:07.742918Z digest=sha256:fd86bb16c2cba497779dcda0c49a426940c26b88afd918fe334502d9a37fc61f

Observation 2526e11d-565e-47d3-9a9c-b6083f1c8cc8 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:07.914903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:07.914903Z digest=sha256:119ec5b35832ff82df861871e08f2030e8e8b282af57d97196e2373bbb65458b

Observation 2a5d3649-c715-4b99-aee6-8e78e12c299c · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:08.126851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:08.126851Z digest=sha256:7385e81f2b4bb5ec30a1558545706cbb0c9ec1cc0e6c8f6de7f8cc759cede392

Observation d0025155-171a-4f7d-b4e1-d2017ef32c66 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:08.283334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:08.283334Z digest=sha256:20b9ffee6bb5cc4002e6cef0603263784d7dce3fdbea840a2a7350175abb3cd7

Observation dcf4cb49-2df5-4d50-a844-5f95b146ce10 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 22

Resolution
parse uncertain
no resolver link, observed 2026-08-07T14:33:08.352598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:08.352598Z digest=sha256:e44cc2e5da8304662ec0d73bd702668b8aa39324cad806276d709ac1f261ffe1

Observation 93e4d5c7-58b8-4dc6-8781-51cd395db04b · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:08.595528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:08.595528Z digest=sha256:cd217056b0d7b2d5bf8a16640b97cfc1ad8f63e0edce9187d14d7271e7775645

Observation 5462e9ea-0ab2-4e3d-8a03-49e249ec8ba3 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:08.772038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:08.772038Z digest=sha256:d75c6ac7d2471cb1f3313b7879b86ffcb5cd2099438c17a8d8a299f2326b6b04

Observation 40ab4c95-bc93-4fb1-acc8-41ad14c5bc81 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 28

Resolution
parse uncertain
no resolver link, observed 2026-08-07T14:33:09.015023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:09.015023Z digest=sha256:d29e2e2fa8fe72257d6f301f43fcd8a5474b43d821840b22055d69f96df121c4

Observation 18e92913-2636-40b5-ac06-1b46b119889c · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:09.153156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:09.153156Z digest=sha256:76aaf4ca2a4a14a7f7b606fbb050dc8c7e299c2520ea9dc8d1ad549e40fad3d3

Observation ea68b257-85aa-4cbd-aa43-8f5f4a5160b0 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 30

Resolution
parse uncertain
no resolver link, observed 2026-08-07T14:33:09.369692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:09.369692Z digest=sha256:3cc3fc149ff3662218f3b9e526333d83696cfbcc3332a656d7e1116ef3d73293

Observation 33364567-0b65-45cc-92c5-9039c6da36e0 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 32

Resolution
parse uncertain
no resolver link, observed 2026-08-07T14:33:09.462388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:09.462388Z digest=sha256:6ba56370a2e34dbe4f33a182606149dd96ba98f23c3c2163e0d6bd2267e6385b

Observation 059a028c-d9d5-401c-a602-b96486af3091 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 35

Resolution
parse uncertain
no resolver link, observed 2026-08-07T14:33:09.687631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:09.687631Z digest=sha256:773aaa5c22b825d69bd76db9cee10e7bd47e0ad513296806c9e11f5fcaf5abe6

Observation b16824fc-83ec-49fa-9215-a1e911ed631c · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:09.825276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:09.825276Z digest=sha256:073c9fcec71ff59663cd4f2f428dadb549e6eaa71a2b21b9896f26acc9a09840

Observation 73f865e4-147a-46d6-bfa5-f65fd37500f4 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:10.009827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:10.009827Z digest=sha256:5e1c90028293b00f6daa1a1df7e1c457ba1192e192c974ab51d2ecd74ce25130

Observation be9e3870-03b0-49f9-8c06-674942117b36 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:10.172686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:10.172686Z digest=sha256:15c0827daca939442277164d1f52ed8c997460b2a97edf6cef07d9bf58af798f

Observation 2ec82d4d-028a-4b54-9f93-097bdf8fa765 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:10.292865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:10.292865Z digest=sha256:76936a2ad0f703523cebf8c2d656d006ab7422803801b152215bf5d21612a803

Observation 45f0b7a1-3cce-4a4f-9ba3-2e1d8b6e5908 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:10.401115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:10.401115Z digest=sha256:f2a24cc267eeffb3b877ae46a51f197307a341cb8ba17e02921aede6edd8bdaf

Observation a1a68dd3-8990-4937-a30b-b21d0ae44ac5 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 41

Resolution
parse uncertain
no resolver link, observed 2026-08-07T14:33:10.495747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:10.495747Z digest=sha256:46d1aebe1d948c2f16703330c5f91fd747be6e8e862ae3b99ad81d988b8517be

Observation 7867a88f-f53c-4e0a-a8b4-da1bc690d6a9 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:10.689426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:10.689426Z digest=sha256:b6899c18a4219e9e86bcf3ef3ef056e0e1e805f569c94a38590adb2754515f39

Observation 522981e1-3657-46e7-97d8-ac52eef670e1 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:10.803706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:10.803706Z digest=sha256:603e8b1386b827c2cc212385257387db2311063ee913529d0c6d6df483fedfb8

Observation f8b7b856-ee78-488b-b9ec-e1dae39f5a8a · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:10.914858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:10.914858Z digest=sha256:e057607f951fa6ac3a2abfc35e96d2c1c8e9d938f78e43f4fb3e3bbbe1a4d6fc

Observation 0d4431bd-4013-4b3e-99c0-dfcc35429797 · outbound

This paper cites Effective pruning of web-scale datasets based on complexity of concept clusters.

A Survey of LLM $\times$ DATA Effective pruning of web-scale datasets based on complexity of concept clusters

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:11.026582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:11.026582Z digest=sha256:6837412782879ce274434f986982626b703ae27396abe1cb574c62934968b857

Observation 784956a4-fa3a-4274-9a30-7f88a65df49f · outbound

This paper cites SemDeDup: Data-efficient learning at web-scale through semantic deduplication.

A Survey of LLM $\times$ DATA SemDeDup: Data-efficient learning at web-scale through semantic deduplication

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:11.116630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:11.116630Z digest=sha256:a4f28a3c9c69f7c65505b0e00b9b7e07fe06d79a14c3bb74b8bb4971fa737002

Observation 36be2b93-a6c1-4af8-a8cf-54a7cbe8e1a5 · outbound

This paper cites ASRank: Zero-Shot Re-Ranking with Answer Scent for Document Retrieval.

A Survey of LLM $\times$ DATA ASRank: Zero-Shot Re-Ranking with Answer Scent for Document Retrieval

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:11.162258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:11.162258Z digest=sha256:6c4c61a0962b87191c8041dbe37a619ceb50f603037c9163cc1b9b4b427a027d

Observation 60399e7f-43b0-463c-889c-2280fd4c74f0 · outbound

This paper cites Abiteboul.

A Survey of LLM $\times$ DATA Abiteboul

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:11.207164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:11.207164Z digest=sha256:da5cebbc9bd55c98d478c489ad2083f96c26f54e36663386a51ce442bafa3c93

Observation 1d2798d4-4488-44ec-b19f-8c527c3728b8 · outbound

This paper cites Aggarwal, A.

A Survey of LLM $\times$ DATA Aggarwal, A

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:11.209807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:11.209807Z digest=sha256:91241a45f2eb55c39a7d47733b61a8eaf0931ed0d864756d4fa871b88009e081

Observation 04436bc9-0082-4f1c-a75b-25fcfa44a393 · outbound

This paper cites Aguerrebere, I.

A Survey of LLM $\times$ DATA Aguerrebere, I

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:11.212479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:11.212479Z digest=sha256:4cb90a618e1e6c65d845651bb76880fbdbbf56a829885de3eab7f4fae6267c0c

Observation fb13955f-fdc1-4c36-8760-4fe179352c53 · outbound

This paper cites Ahmed, K.

A Survey of LLM $\times$ DATA Ahmed, K

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-07T14:33:11.254040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:33:11.254040Z digest=sha256:f3485e303115b98e398dbe4b65105036e0add57b965fd9fc98349a2b9ce4d48b

Observation 4107553d-d326-4e2b-94e8-e58c5180f0bd · outbound

This paper cites Akbik, T.

A Survey of LLM $\times$ DATA Akbik, T

Reference 52

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source=pdf_text observed=2026-08-07T14:33:11.318336Z digest=sha256:bf85e19038f60c61732af9aa7ce3783ebd25c5434423c3244dfac1cac7c7f151

Observation 6bce50bd-572d-47b1-82fc-205be4fe2293 · outbound

This paper cites The Unreasonable Effectiveness of LLMs for Query Optimization.

A Survey of LLM $\times$ DATA The Unreasonable Effectiveness of LLMs for Query Optimization

Reference 53

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source=pdf_text observed=2026-08-07T14:33:11.396687Z digest=sha256:b980ed7336dd4f46384116004c711b09c66d6afab68b7cda02ca94619c8b23b9

Observation 5daf87ea-0e31-4568-a3ab-2c6099f8af10 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 54

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source=pdf_text observed=2026-08-07T14:33:11.428254Z digest=sha256:3bfd2438fa604729e602a115c615029a185e596e49d45b3eac91db518465579e

Observation 7649326d-e137-426d-b025-2e6c7b773dac · outbound

This paper cites A Survey on Data Selection for Language Models.

A Survey of LLM $\times$ DATA A Survey on Data Selection for Language Models

Reference 55

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source=pdf_text observed=2026-08-07T14:33:11.548684Z digest=sha256:1c9724d4371878d2ff0efcf4e40049f1b726daa9a94f2cf162aa838f76d678a8

Observation 13395d8a-e94c-4289-9887-7347d9649ddc · outbound

This paper cites Albalak, L.

A Survey of LLM $\times$ DATA Albalak, L

Reference 56

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source=pdf_text observed=2026-08-07T14:33:11.667794Z digest=sha256:2e9dd75c9f3e8743f19d73e65d599c7e4c5138ba77119d13ce00a3e85555d85f

Observation 79e9c2c1-1328-4613-af42-7b727613f203 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 57

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source=pdf_text observed=2026-08-07T14:33:11.751014Z digest=sha256:26a9a3ad4db09605878b1681a4883d0559947e8040da1ce8ff7d299dfd5b80d5

Observation cc0d625b-2f9e-4cfb-b2cb-95520bed0cd4 · outbound

This paper cites LEDD: Large Language Model-Empowered Data Discovery in Data Lakes.

A Survey of LLM $\times$ DATA LEDD: Large Language Model-Empowered Data Discovery in Data Lakes

Reference 58

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source=pdf_text observed=2026-08-07T14:33:11.809233Z digest=sha256:7b75bae37f0b0181265a433127713ceb4bf4b1aaaf807e8c1b9110975125754e

Observation 6983f761-f685-4e04-8df4-ad70f3e5424c · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 59

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source=pdf_text observed=2026-08-07T14:33:11.882719Z digest=sha256:61cb07a33462dca3038be29daa50f3e2bc93108315eca4d751c755969f8eeab0

Observation 67d200d9-767a-4de7-a19f-c6f6b0785b7d · outbound

This paper cites Angles and C.

A Survey of LLM $\times$ DATA Angles and C

Reference 60

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source=pdf_text observed=2026-08-07T14:33:11.941584Z digest=sha256:0048ed040444a570f8722cee701782ee49c66d96acd55b6fa4812f9e06949703

Observation cad70479-0978-461c-9cb0-d414cabc9110 · outbound

This paper cites Perplexed by Perplexity: Perplexity-Based Data Pruning With Small Reference Models.

A Survey of LLM $\times$ DATA Perplexed by Perplexity: Perplexity-Based Data Pruning With Small Reference Models

Reference 61

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source=pdf_text observed=2026-08-07T14:33:12.009961Z digest=sha256:de8ec4cbcee3b1624aebdb152be0f95e7e1d5ef8bd1a16cdcf34b91bf831e901

Observation ab102c24-e522-4b23-b9fb-a2b98582c714 · outbound

This paper cites Appalaraju, P.

A Survey of LLM $\times$ DATA Appalaraju, P

Reference 62

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source=pdf_text observed=2026-08-07T14:33:12.067938Z digest=sha256:9f0b6a34f8fcd056d0ee0b5545bb97f4739c09d8ab59152079ac361b3805faf4

Observation f0cc6c85-a7fc-4947-9713-987358a6a985 · outbound

This paper cites Arora, B.

A Survey of LLM $\times$ DATA Arora, B

Reference 63

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source=pdf_text observed=2026-08-07T14:33:12.143670Z digest=sha256:b2be589089de59dca1e13cb91280c3f0a130b8f986e56ada3c2d2310e38612d7

Observation 0bcc0a66-3e83-47ef-b5f1-7647ffb53a27 · outbound

This paper cites Efficient Large Scale Language Modeling with Mixtures of Experts.

A Survey of LLM $\times$ DATA Efficient Large Scale Language Modeling with Mixtures of Experts

Reference 64

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source=pdf_text observed=2026-08-07T14:33:12.148766Z digest=sha256:87131525ea74c53663d9b216a3be772b3beb761425d76af982dc8cd5e5e3fe62

Observation bc08d9ca-c770-448d-8295-cbc4a4ec7f3c · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 65

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source=pdf_text observed=2026-08-07T14:33:12.211523Z digest=sha256:0ee0c149b73409b7dbd767f97133f11929ba5a2b3ffd2d1915992a24f81d4071

Observation 63dfd1a0-6bae-4bab-9ed2-face421ac430 · outbound

This paper cites NLU on Data Diets: Dynamic Data Subset Selection for NLP Classification Tasks.

A Survey of LLM $\times$ DATA NLU on Data Diets: Dynamic Data Subset Selection for NLP Classification Tasks

Reference 66

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source=pdf_text observed=2026-08-07T14:33:12.304107Z digest=sha256:f0d5cd601cb0e986493ee2278fca2e12ee2ccb64354c9da978a75f1ee992b493

Observation ec149db7-41f7-40de-a9f1-4a7bb92a5b91 · outbound

This paper cites Audibert, Y.

A Survey of LLM $\times$ DATA Audibert, Y

Reference 67

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source=pdf_text observed=2026-08-07T14:33:12.385146Z digest=sha256:228222616df54de7ae3241e3e12ffa18116a0a7f8973bbc17bbbb981809b46f3

Observation 3ecb0f4c-edc5-4c54-857c-d4c42ee9ca1e · outbound

This paper cites Ayoola, S.

A Survey of LLM $\times$ DATA Ayoola, S

Reference 68

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source=pdf_text observed=2026-08-07T14:33:12.553722Z digest=sha256:dd4b18514fd5bb8cb5bbd5a602ccaf72d955c4a24b091a1c9be5fec9d396f2d7

Observation 0a3bc321-1f00-4ef8-876f-1e66dc63c092 · outbound

This paper cites Qwen Technical Report.

A Survey of LLM $\times$ DATA Qwen Technical Report

Reference 69

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source=pdf_text observed=2026-08-07T14:33:12.636654Z digest=sha256:fef445f523e0d2e1a9287ee3ffdade51b8ca3ba16064e8886232847dd0f83375

Observation 7667b81a-d0d3-42dd-8818-9dec25e13e48 · outbound

This paper cites Qwen2.5-VL Technical Report.

A Survey of LLM $\times$ DATA Qwen2.5-VL Technical Report

Reference 70

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source=pdf_text observed=2026-08-07T14:33:12.698750Z digest=sha256:433d18f4139cd14fa74886f3d10a09f1d369d465693059c2b60f498cba74618d

Observation c11d0864-038f-4ed8-9896-746146243cbf · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

A Survey of LLM $\times$ DATA Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 71

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source=pdf_text observed=2026-08-07T14:33:12.775855Z digest=sha256:77770b2b0a9b538aa2843a03ad66a0b9b9b1e64e5a0fae20207729d33edc9f2e

Observation 3341eb4d-a23a-4a66-9b2b-f9bf7a5bef68 · outbound

This paper cites Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End System.

A Survey of LLM $\times$ DATA Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End System

Reference 72

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source=pdf_text observed=2026-08-07T14:33:12.859242Z digest=sha256:b9db3b7bceeb22f9e072b601e1734f53754b7088acc343b7952e293385a06b15

Observation 82abc315-1d7c-4ef9-abf7-6fdb1100dbd5 · outbound

This paper cites Barbaresi.

A Survey of LLM $\times$ DATA Barbaresi

Reference 73

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source=pdf_text observed=2026-08-07T14:33:12.864660Z digest=sha256:7728d9df64ed0e97f3359249a22f3f1c4a3a012e8378ff420d2e83427a5132e7

Observation 15b150a2-7b97-4d55-8344-31059177e7d9 · outbound

This paper cites Exploring LLM Agents for Cleaning Tabular Machine Learning Datasets.

A Survey of LLM $\times$ DATA Exploring LLM Agents for Cleaning Tabular Machine Learning Datasets

Reference 74

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source=pdf_text observed=2026-08-07T14:33:12.867763Z digest=sha256:541c5ed062b22a93b2921a33b7fb388c52b848af4abc9c7b8d8625425c16bc7c

Observation c4eb9012-28cf-48c5-a199-fcc84cb1a77c · outbound

This paper cites Formalizing BPE Tokenization.

A Survey of LLM $\times$ DATA Formalizing BPE Tokenization

Reference 75

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source=pdf_text observed=2026-08-07T14:33:12.870964Z digest=sha256:1d9c6913bfcab639edad0f1516f696528d0e0df2331354e3dcdf96428053dd0d

Observation 4a0212ea-5d01-41c5-a6c7-92c164461d52 · outbound

This paper cites Bevendorff, S.

A Survey of LLM $\times$ DATA Bevendorff, S

Reference 76

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source=pdf_text observed=2026-08-07T14:33:12.874787Z digest=sha256:f80cc55336ba4ff7a6b748e659d18841733530dfc592538b77d24ff55786d8c1

Observation f6d7719b-8d02-4480-958f-1f632c10946c · outbound

This paper cites Biderman, U.

A Survey of LLM $\times$ DATA Biderman, U

Reference 77

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source=pdf_text observed=2026-08-07T14:33:12.877664Z digest=sha256:df65ae58725a679d6863bdf12de9d70f6be749441dd44f4dd65e5c1ccefd4dd9

Observation 116e5dee-60da-44af-b55c-86747c6f2f69 · outbound

This paper cites Biester, M.

A Survey of LLM $\times$ DATA Biester, M

Reference 78

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source=pdf_text observed=2026-08-07T14:33:12.880656Z digest=sha256:4ca941e939997fe1e21b0447ecd6a761988868e87f85462a5b18633dd3d358d9

Observation 7543105b-8659-4965-8c14-978e84de8832 · outbound

This paper cites Borthakur et al.

A Survey of LLM $\times$ DATA Borthakur et al

Reference 79

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source=pdf_text observed=2026-08-07T14:33:12.884320Z digest=sha256:3f613389c658bd6e4892d0637ced512c4f24c8eab5a8aa45a238ddad2030e203

Observation d8561787-948b-49c2-8169-0c635569fcf2 · outbound

This paper cites CoLoR-Filter: Conditional Loss Reduction Filtering for Targeted Language Model Pre-training.

A Survey of LLM $\times$ DATA CoLoR-Filter: Conditional Loss Reduction Filtering for Targeted Language Model Pre-training

Reference 80

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source=pdf_text observed=2026-08-07T14:33:12.887313Z digest=sha256:1c5ce492a7b5baf305213f43bcac632aa662113b77c9f1be1569dec183baf0da

Observation da1c8e05-658c-4321-b870-859b02cddcb3 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 81

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source=pdf_text observed=2026-08-07T14:33:12.891006Z digest=sha256:2e65d611af420790dc94d3b8331c4d8bdcee62e4c25bcb11902ba6d7c6db4f84

Observation d0d210d2-d92f-4dcd-98dd-4b418cb1e5c5 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 82

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source=pdf_text observed=2026-08-07T14:33:12.893610Z digest=sha256:c653a910f78e17b1f6437b750442cd05d3ed3a35256d0d80736f9bc53c6ba082

Observation d7cdc1ee-bef4-402c-8199-76a42e4fd249 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 83

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source=pdf_text observed=2026-08-07T14:33:12.896351Z digest=sha256:d315cacfa9306ace6a1eb74ac675abfcf94b08a2b4c340c4964fafcdf2e0080e

Observation 16e7db2c-f332-4fa9-bbe5-5e83e1d9133f · outbound

This paper cites Instruction Mining: Instruction Data Selection for Tuning Large Language Models.

A Survey of LLM $\times$ DATA Instruction Mining: Instruction Data Selection for Tuning Large Language Models

Reference 84

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source=pdf_text observed=2026-08-07T14:33:12.899936Z digest=sha256:4d187ca74dc22e3a9401f8315f492b397ea289afdbd09fbe709c6a08ee4a8d36

Observation 6d1198e9-1a13-470a-85f8-5b27a36b8f3b · outbound

This paper cites Casey, K.

A Survey of LLM $\times$ DATA Casey, K

Reference 85

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source=pdf_text observed=2026-08-07T14:33:12.903648Z digest=sha256:ad9c20b31273e346d34296390693a95eca553b69fc9a69f1e031c4443b4f5517

Observation 859a4282-0d9c-4c5d-a8f4-3a57569679e2 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 86

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source=pdf_text observed=2026-08-07T14:33:12.906612Z digest=sha256:d93db2cb6d7f17f6dca27effe83344fd31ff07255d201222b6648fb745990890

Observation 4c6dbd24-41cc-4ef9-a76e-d9b4bc4562f8 · outbound

This paper cites Chang, Z.

A Survey of LLM $\times$ DATA Chang, Z

Reference 87

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source=pdf_text observed=2026-08-07T14:33:12.910423Z digest=sha256:d1e12db77427f4b1e19ef9bc9f84d8ac5d08528fcd1e09cc63fd945f6cca72c9

Observation a23b23d7-a5dc-40f7-96c0-477ec03e6c3d · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 88

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source=pdf_text observed=2026-08-07T14:33:12.913982Z digest=sha256:9168022da47beaab46967a12e5bac25f946068aad3d9dabf226c3cdc5323ba2f

Observation 3b8a0999-28ee-4401-a87b-329f8e18d665 · outbound

This paper cites Che, X.-L.

A Survey of LLM $\times$ DATA Che, X.-L

Reference 89

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source=pdf_text observed=2026-08-07T14:33:12.917002Z digest=sha256:5ae41cd399e78380f6f21b09327a82f811e76a47a8154b129800aad10ffb94d1

Observation fedaf089-365f-4237-8859-905a682d1c0a · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 90

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source=pdf_text observed=2026-08-07T14:33:12.919878Z digest=sha256:1bf5a26d1f3e88bde694b8c647a99b2ee733845dac4c7a76a1273a8c941a15b1

Observation 66fea8f9-aea5-405f-b095-96eab2be1349 · outbound

This paper cites Data-Juicer Sandbox: A Feedback-Driven Suite for Multimodal Data-Model Co-development.

A Survey of LLM $\times$ DATA Data-Juicer Sandbox: A Feedback-Driven Suite for Multimodal Data-Model Co-development

Reference 91

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source=pdf_text observed=2026-08-07T14:33:12.922910Z digest=sha256:24a8a558233ee628da19122806ac0e70109ffef54034b153648c7e189f45bf5f

Observation e1b02181-3a81-4300-a01c-574aa08769c7 · outbound

This paper cites On the Diversity of Synthetic Data and its Impact on Training Large Language Models.

A Survey of LLM $\times$ DATA On the Diversity of Synthetic Data and its Impact on Training Large Language Models

Reference 92

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source=pdf_text observed=2026-08-07T14:33:12.926530Z digest=sha256:907852ec1fb065a43bacdf12bbecd803eefea4f54100f6dc1ecc545849a12334

Observation ce8b472c-8fca-4410-8233-2259c968e0e9 · outbound

This paper cites Towards Effective and Efficient Continual Pre-training of Large Language Models.

A Survey of LLM $\times$ DATA Towards Effective and Efficient Continual Pre-training of Large Language Models

Reference 93

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source=pdf_text observed=2026-08-07T14:33:12.929690Z digest=sha256:1ac60c70286909d865b28a79e9c2b15cf10a3aa927420b63b4fc829304731674

Observation 68607df9-c1c7-491a-8c5b-d42a8ea9e218 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 94

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Observation 848c34ad-a52b-4e7d-b499-02213c9818ea · outbound

This paper cites Evaluating Large Language Models Trained on Code.

A Survey of LLM $\times$ DATA Evaluating Large Language Models Trained on Code

Reference 95

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Observation 9fbebb1f-2880-4cf0-8a6f-0e0808cbaefa · outbound

This paper cites Automatic Database Configuration Debugging using Retrieval-Augmented Language Models.

A Survey of LLM $\times$ DATA Automatic Database Configuration Debugging using Retrieval-Augmented Language Models

Reference 96

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Observation 33b9b32f-41ca-404a-9f80-a5be94a20610 · outbound

This paper cites Dense X Retrieval: What Retrieval Granularity Should We Use?.

A Survey of LLM $\times$ DATA Dense X Retrieval: What Retrieval Granularity Should We Use?

Reference 97

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Observation eabe7462-6ae3-49e7-9c65-7797624d4980 · outbound

This paper cites an unresolved cited work.

A Survey of LLM $\times$ DATA Unresolved cited work

Reference 98

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Observation 0691dff5-2c15-4e52-8dd7-fb51a2729c7c · outbound

This paper cites Instruction Pre-Training: Language Models are Supervised Multitask Learners.

A Survey of LLM $\times$ DATA Instruction Pre-Training: Language Models are Supervised Multitask Learners

Reference 99

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Observation 31e23037-8380-4531-b4b4-7113e01b93c4 · outbound

This paper cites Cheng, Z.

A Survey of LLM $\times$ DATA Cheng, Z

Reference 100

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Observation f2b9e36e-de22-4217-8e5e-fce8fe33eb44 · outbound

This paper cites xRAG: Extreme Context Compression for Retrieval-augmented Generation with One Token.

A Survey of LLM $\times$ DATA xRAG: Extreme Context Compression for Retrieval-augmented Generation with One Token

Reference 101

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Observation 1aae446f-c180-4a15-83c7-39e060879a3b · outbound

This paper cites Adapting Language Models to Compress Contexts.

A Survey of LLM $\times$ DATA Adapting Language Models to Compress Contexts

Reference 102

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Observation bf4bca4a-108e-4f68-a463-85efa9b4cf74 · outbound

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A Survey of LLM $\times$ DATA Unresolved cited work

Reference 103

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Observation 4b599c41-05a5-4208-933e-69b6daa66a92 · outbound

This paper cites Chowdhery, S.

A Survey of LLM $\times$ DATA Chowdhery, S

Reference 104

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Observation c107aa3f-8bd6-4c73-acf9-1a6ffe561af0 · outbound

This paper cites Christ, S.

A Survey of LLM $\times$ DATA Christ, S

Reference 105

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Observation e1cab187-a531-45fd-9f76-0a1dbceaa06c · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

A Survey of LLM $\times$ DATA Training Verifiers to Solve Math Word Problems

Reference 106

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Observation 0b2682aa-9a9f-47e2-8a6f-25ef33fc9e0b · outbound

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A Survey of LLM $\times$ DATA Unresolved cited work

Reference 107

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Observation c5c8b0ec-a233-4540-a246-9a889497cdba · outbound

This paper cites Colson, P.

A Survey of LLM $\times$ DATA Colson, P

Reference 108

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Observation 3527e6e8-9ca3-40f3-bebb-3a5a3542b77f · outbound

This paper cites Computer.

A Survey of LLM $\times$ DATA Computer

Reference 109

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Pith citing papers

Observation b6c8e5b5-221f-4469-820e-eb893ff774c5 · inbound

Talking Trees: Reasoning-Assisted Induction of Decision Trees for Tabular Data cites this paper.

Talking Trees: Reasoning-Assisted Induction of Decision Trees for Tabular Data A Survey of LLM $\times$ DATA

Reference 21

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arxiv_id, observed 2026-05-21T22:05:41.496889Z

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Observation 6cd29bee-db9e-4826-a836-670035d02bdf · inbound

Automating Database-Native Function Code Synthesis with LLMs cites this paper.

Automating Database-Native Function Code Synthesis with LLMs A Survey of LLM $\times$ DATA

Reference 57

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arxiv_id, observed 2026-05-13T21:23:17.862198Z

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Observation 96f9f9a2-f703-4337-8b4d-a2207f90ea75 · inbound

Tracing the Roots: A Multi-Agent Framework for Uncovering Data Lineage in Post-Training LLMs cites this paper.

Tracing the Roots: A Multi-Agent Framework for Uncovering Data Lineage in Post-Training LLMs A Survey of LLM $\times$ DATA

Reference 65

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arxiv_id, observed 2026-05-11T09:06:00.528654Z

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Observation da8508cb-edb5-4ed4-9109-5fe7d605ee18 · inbound

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code cites this paper.

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code A Survey of LLM $\times$ DATA

Reference 156

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Observation f1695cae-b2e6-45ae-9993-8b58144b2b9a · inbound

PrepBench: How Far Are We from Natural-Language-Driven Data Preparation? cites this paper.

PrepBench: How Far Are We from Natural-Language-Driven Data Preparation? A Survey of LLM $\times$ DATA

Reference 60

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arxiv_id, observed 2026-05-12T08:31:25.445992Z

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Observation b6faa145-283d-4aa0-ab9a-6abc31326b15 · inbound

LLMs+Graphs: Toward Graph-Native, Synergistic AI Systems cites this paper.

LLMs+Graphs: Toward Graph-Native, Synergistic AI Systems A Survey of LLM $\times$ DATA

Reference 83

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Observation 4c7a7979-7bf5-4c1c-ae5b-7da36b0dbe66 · inbound

MaDI-Bench: An End-to-End Data Integration Benchmark cites this paper.

MaDI-Bench: An End-to-End Data Integration Benchmark A Survey of LLM $\times$ DATA

Reference 8

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arxiv_id, observed 2026-06-30T03:34:13.312660Z

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