Paper Citation Record · LEDGER

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval

As of 15 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2605.28787.

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

pith.paper-citation-record.v1
2605.28787 v2

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T12:56:07.616036Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

38 of 38 outbound references displayed

verified exact0
verified fuzzy0
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1d22ec95-1019-4537-86f7-f2f08a5b2ba5 · outbound

This paper cites an unresolved cited work.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:04.680466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 888e0402-77f8-4155-b409-d7f9d1773099 · outbound

This paper cites W3C recommendation, World Wide Web Consortium (W3C) (2024), https://www.w3.org/TR/vocab- dcat-3/.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval W3C recommendation, World Wide Web Consortium (W3C) (2024), https://www.w3.org/TR/vocab- dcat-3/

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:04.749979Z

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Unavailable: canonical work link unavailable.

Observation 9721bca7-4a99-4b7d-92b4-8a837b7d3824 · outbound

This paper cites Data Intelligence6(2), 457–487 (2024).

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval Data Intelligence6(2), 457–487 (2024)

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:04.796368Z

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Unavailable: canonical work link unavailable.

Observation 1742c4a4-c741-40e5-833f-8875a7aa6d12 · outbound

This paper cites In: The Semantic Web – ISWC 2021: 20th International Semantic Web Conference, ISWC 2021, Virtual Event, October 24–28, 2021, Proceedings.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: The Semantic Web – ISWC 2021: 20th International Semantic Web Conference, ISWC 2021, Virtual Event, October 24–28, 2021, Proceedings

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:04.848018Z

Source-reported events for the cited work

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Observation edc9ad19-f705-4791-a560-536286bd423f · outbound

This paper cites Google Dataset Search by the Numbers.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval Google Dataset Search by the Numbers

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:04.892670Z

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Unavailable: canonical work link unavailable.

Observation 978495fd-8c56-4cb5-a75f-24dab4ee9dbf · outbound

This paper cites The VLDB Journal29(1), 251–272 (Aug 2019), https://doi.org/10.1007/s00778-019-00564-x.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval The VLDB Journal29(1), 251–272 (Aug 2019), https://doi.org/10.1007/s00778-019-00564-x

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:04.987067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b184a18-8487-4aad-a810-3b26e4b74ae6 · outbound

This paper cites The BrowserGym Ecosystem for Web Agent Research.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval The BrowserGym Ecosystem for Web Agent Research

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:05.066651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8002a908-4caa-4669-b56f-982927b926d3 · outbound

This paper cites (eds.) Proceed- ings of the 7th BlackboxNLP Workshop: Analyzing and Interpreting Neural Net- works for NLP.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval (eds.) Proceed- ings of the 7th BlackboxNLP Workshop: Analyzing and Interpreting Neural Net- works for NLP

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7302daa-f595-4706-9179-e43d65c995dd · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:05.212688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 634b7479-b941-4148-8bda-3e5455cc3d97 · outbound

This paper cites an unresolved cited work.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:05.309208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dae57cc7-185f-4bd8-852c-7359c39f903e · outbound

This paper cites an unresolved cited work.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:05.411756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 735be144-ce8e-47f5-bc03-2447b0c5cfc6 · outbound

This paper cites In: Bouamor, H., Pino, J., Bali, K.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: Bouamor, H., Pino, J., Bali, K

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:05.486569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fafddfaf-14a0-456f-b0fc-b812c8f03399 · outbound

This paper cites In: Chaudhuri, K., Jegelka, S., Song, L., Szepesvari, C., Niu, G., Sabato, S.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: Chaudhuri, K., Jegelka, S., Song, L., Szepesvari, C., Niu, G., Sabato, S

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:05.568634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cff2c969-307e-42be-9f7c-8bb9cb3eddeb · outbound

This paper cites In: Bouamor, H., Pino, J., Bali, K.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: Bouamor, H., Pino, J., Bali, K

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:05.684601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb4926b2-2e3f-45bb-b99f-6785ef74042d · outbound

This paper cites an unresolved cited work.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:05.818100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation beac713c-17d9-4032-a30b-f7fae392b509 · outbound

This paper cites In: Proceedings of the 34th In- ternational Conference on Neural Information Processing Systems.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: Proceedings of the 34th In- ternational Conference on Neural Information Processing Systems

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:05.883180Z

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Unavailable: canonical work link unavailable.

Observation fbd85a65-f212-4976-ab2f-1b2e2e49d43a · outbound

This paper cites an unresolved cited work.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval Unresolved cited work

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aeff2f5c-75ed-48b4-8ed2-12890d4b2a0a · outbound

This paper cites In: Kim, B., Yue, Y., Chaudhuri, S., Fragkiadaki, K., Khan, M., Sun, Y.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: Kim, B., Yue, Y., Chaudhuri, S., Fragkiadaki, K., Khan, M., Sun, Y

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:06.053928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8dad4a44-f503-4aa3-a32a-8a20cf4f5bd9 · outbound

This paper cites In: Bouamor, H., Pino, J., Bali, K.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: Bouamor, H., Pino, J., Bali, K

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:06.155960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f12301df-f41d-4523-a7a3-c53d7f1961d4 · outbound

This paper cites Information Services and Use37(1), 49–56 (2017).

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval Information Services and Use37(1), 49–56 (2017)

Reference 20

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Unavailable: canonical work link unavailable.

Observation ff4cdcd4-aed0-463e-a30f-7bf46b49a82b · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval WebGPT: Browser-assisted question-answering with human feedback

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:06.322648Z

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Unavailable: canonical work link unavailable.

Observation 251d6856-a95a-48d6-8365-ed94f770969d · outbound

This paper cites an unresolved cited work.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:06.376191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d9b7494-67eb-4060-815a-e2ba9a326294 · outbound

This paper cites In: Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:06.451422Z

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Unavailable: canonical work link unavailable.

Observation b4e97764-ef6f-4589-9d59-e056b7f1d35d · outbound

This paper cites IEEE Transactions on Knowledge and Data Engineering36(7), 3580–3599 (2024).

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval IEEE Transactions on Knowledge and Data Engineering36(7), 3580–3599 (2024)

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:06.525894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31673be3-53de-45e5-bc31-dafc6f63daf3 · outbound

This paper cites In: Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:06.601152Z

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Unavailable: canonical work link unavailable.

Observation 60b580ca-12c6-440f-866e-8955d9b6b373 · outbound

This paper cites an unresolved cited work.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:06.666160Z

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Observation 3ba68f5d-de7b-4aa8-a2ad-cb3ebd46b4e1 · outbound

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Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: The Twelfth International Conference on Learning Represen- tations

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:06.773407Z

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Unavailable: canonical work link unavailable.

Observation 1000ce80-330b-4449-838c-aed486fa4e21 · outbound

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Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: Proceedings of the 37th International Conference on Neural Information Processing Systems

Reference 28

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Source-reported events for the cited work

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Observation 7af038d9-ad9a-40fa-abcf-aacbc6cfc150 · outbound

This paper cites Harvard Data Science Review (Special Issue 4) (apr 2 2024), https://hdsr.mitpress.mit.edu/pub/psnc8zsr.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval Harvard Data Science Review (Special Issue 4) (apr 2 2024), https://hdsr.mitpress.mit.edu/pub/psnc8zsr

Reference 29

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Observation 244e1a99-5ef2-48a2-9ae8-00f9ee6419ed · outbound

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Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: Proceedings of the ACM on Web Conference 2025

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:06.938745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de6ca0ee-135d-44ef-9016-2df68c5ecc46 · outbound

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Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval Scientific Data8(1), 192 (2021), https://doi.org/10.1038/s41597-021-00981-0

Reference 31

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Observation 10078118-f77a-4180-8fd8-b3b280f11269 · outbound

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Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval UMBRELA: UMbrela is the (Open-Source Reproduction of the) Bing RELevance Assessor

Reference 32

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Observation a785d49e-ac40-4bb7-a28d-37a58f184e82 · outbound

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Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: Advances in Neural Information Processing Systems

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:07.166448Z

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Unavailable: canonical work link unavailable.

Observation e8328bfb-b654-47a1-8486-0784b952d3f9 · outbound

This paper cites Scientific Data3(1), 1–9 (2016), https://doi.org/10.1038/sdata.2016.18.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval Scientific Data3(1), 1–9 (2016), https://doi.org/10.1038/sdata.2016.18

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:07.253979Z

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Unavailable: canonical work link unavailable.

Observation bde9a17b-1e4e-4ccf-a2cb-34cbbd44da51 · outbound

This paper cites In: The Eleventh International Conference on Learning Representations (2023), https://openreview.net/forum?id=WE_vluYUL-X.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: The Eleventh International Conference on Learning Representations (2023), https://openreview.net/forum?id=WE_vluYUL-X

Reference 35

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Observation 2daaf0e0-ca54-44f5-8f3d-b6e1e5a8395e · outbound

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Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval In: Proceedings of the 37th International Con- ference on Neural Information Processing Systems

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:07.388882Z

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Observation 1f43e98d-4c77-49b3-8d86-e5e86b93bb8f · outbound

This paper cites (eds.) International Conference on Learning Representations.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval (eds.) International Conference on Learning Representations

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:07.477874Z

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Observation e71c298e-0dc1-4d61-9f2d-d9bd622e5b04 · outbound

This paper cites PLoS one15(9), e0239283 (2020), https://doi.org/10.1371/journal.pone.0239283.

Do Data Agents Need Semantic Metadata? A Comparative Study in Agentic Data Retrieval PLoS one15(9), e0239283 (2020), https://doi.org/10.1371/journal.pone.0239283

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T12:56:07.616036Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.