Paper Citation Record · LEDGER

How Should Transformers Encode Numeric Values in Electronic Health Records?

As of 7 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2607.01391.

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

pith.paper-citation-record.v1
2607.01391 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-03T21:26:26.763158Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

34 of 34 outbound references displayed

verified exact1
verified fuzzy28
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aafa2f9c-078e-4dce-a851-50915564d786 · outbound

This paper cites Digital Health , volume=.

How Should Transformers Encode Numeric Values in Electronic Health Records? Digital Health , volume=

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.458376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 315fd6db-16fb-4457-8716-8b8672296ee2 · outbound

This paper cites The American Journal of Gastroenterology , volume=.

How Should Transformers Encode Numeric Values in Electronic Health Records? The American Journal of Gastroenterology , volume=

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.439641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ea40c649-98b9-4948-bcb2-2ddc36ba5623 · outbound

This paper cites JCO Clinical Cancer Informatics , volume=.

How Should Transformers Encode Numeric Values in Electronic Health Records? JCO Clinical Cancer Informatics , volume=

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.471499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c88847d3-4b04-47fd-a923-5db40a59e03c · outbound

This paper cites Critical Care , volume=.

How Should Transformers Encode Numeric Values in Electronic Health Records? Critical Care , volume=

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.421749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c2d12470-a685-4b1c-89c7-453a5d1455cd · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , volume=.

How Should Transformers Encode Numeric Values in Electronic Health Records? Advances in Neural Information Processing Systems (NeurIPS) , volume=

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.429233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c6bd4482-8b97-43d2-b267-255807d13dc4 · outbound

This paper cites Conference of the North American Chapter of the Association for Computational Linguistics (NAACL) , pages=.

How Should Transformers Encode Numeric Values in Electronic Health Records? Conference of the North American Chapter of the Association for Computational Linguistics (NAACL) , pages=

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.411646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2e76e74f-a9ec-4996-80d5-e8f3ddd0c33c · outbound

This paper cites 2021 , OPTpublisher=.

How Should Transformers Encode Numeric Values in Electronic Health Records? 2021 , OPTpublisher=

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.441373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation de6573c1-2b85-4a31-9538-77b9a8228339 · outbound

This paper cites Scientific Reports , volume=.

How Should Transformers Encode Numeric Values in Electronic Health Records? Scientific Reports , volume=

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.443229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e114d79f-0abe-47d9-9e50-fe46fbb84c76 · outbound

This paper cites 2021 , organization=.

How Should Transformers Encode Numeric Values in Electronic Health Records? 2021 , organization=

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.435254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4a9f9a0e-4356-450c-8700-8680085c0ede · outbound

This paper cites Context clues: Evaluating long context models for clinical prediction tasks on.

How Should Transformers Encode Numeric Values in Electronic Health Records? Context clues: Evaluating long context models for clinical prediction tasks on

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.454783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 424ba05a-1211-470d-8f61-b5ab25874232 · outbound

This paper cites Machine Learning for Healthcare Conference , year=.

How Should Transformers Encode Numeric Values in Electronic Health Records? Machine Learning for Healthcare Conference , year=

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.426001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3f931804-7cdb-47a8-aad3-94c059735015 · outbound

This paper cites CEHR-XGPT: A Scalable Multi-Task Foundation Model for Electronic Health Records.

How Should Transformers Encode Numeric Values in Electronic Health Records? CEHR-XGPT: A Scalable Multi-Task Foundation Model for Electronic Health Records

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T21:28:58.039571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8cc3da11-1013-48be-81fc-1db2f641f4d3 · outbound

This paper cites an unresolved cited work.

How Should Transformers Encode Numeric Values in Electronic Health Records? Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-07-05T01:10:30.423794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aca82ca7-52e9-437e-ac6e-548c900e187a · outbound

This paper cites The Lancet Digital Health , volume=.

How Should Transformers Encode Numeric Values in Electronic Health Records? The Lancet Digital Health , volume=

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.469658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f7ed346d-7834-44e6-9162-f09ed7eeb430 · outbound

This paper cites IEEE Transactions on Industrial Electronics , volume=.

How Should Transformers Encode Numeric Values in Electronic Health Records? IEEE Transactions on Industrial Electronics , volume=

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.447162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9d2956cd-ac04-455f-b872-8d6b70f7e794 · outbound

This paper cites Evaluation of Embeddings of Laboratory Test Codes for Patients at a Cancer Center.

How Should Transformers Encode Numeric Values in Electronic Health Records? Evaluation of Embeddings of Laboratory Test Codes for Patients at a Cancer Center

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-03T21:28:58.036661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 752d67fc-82e6-4e28-8b47-b015b91894d0 · outbound

This paper cites npj Digital Medicine , year =.

How Should Transformers Encode Numeric Values in Electronic Health Records? npj Digital Medicine , year =

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.460694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e16cbebc-e58e-4602-85f7-e28de94b9d68 · outbound

This paper cites Multimodal.

How Should Transformers Encode Numeric Values in Electronic Health Records? Multimodal

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.413413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0cbf8c9c-6c8e-46f1-8869-e52e2c9f7565 · outbound

This paper cites Machine Learning for Health Symposium , publisher=.

How Should Transformers Encode Numeric Values in Electronic Health Records? Machine Learning for Health Symposium , publisher=

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.456492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ffac28cb-6a69-4093-b72c-e65e9d442e2c · outbound

This paper cites Tokenization Tradeoffs in Structured.

How Should Transformers Encode Numeric Values in Electronic Health Records? Tokenization Tradeoffs in Structured

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.415473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 35f2174c-2267-4538-8b0d-24aae6c5c087 · outbound

This paper cites Communications Medicine , volume=.

How Should Transformers Encode Numeric Values in Electronic Health Records? Communications Medicine , volume=

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.409673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2cc0a910-fba9-4bb3-a391-129272d02f5a · outbound

This paper cites NeurIPS 2023 AI for Science Workshop , year=.

How Should Transformers Encode Numeric Values in Electronic Health Records? NeurIPS 2023 AI for Science Workshop , year=

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.467773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0d63b7a2-960e-474f-9314-026c6917a3b6 · outbound

This paper cites an unresolved cited work.

How Should Transformers Encode Numeric Values in Electronic Health Records? Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-07-05T01:10:30.433230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e9fca1a2-d61f-486a-ad6d-594a23926468 · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , volume=.

How Should Transformers Encode Numeric Values in Electronic Health Records? Advances in Neural Information Processing Systems (NeurIPS) , volume=

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.462598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dd39cd58-a54a-48ca-93cb-9bb6a9568d1f · outbound

This paper cites an unresolved cited work.

How Should Transformers Encode Numeric Values in Electronic Health Records? Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-07-05T01:10:30.465945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2d1f7184-fda1-4241-bd30-f998506bb9d3 · outbound

This paper cites 2025 , booktitle=.

How Should Transformers Encode Numeric Values in Electronic Health Records? 2025 , booktitle=

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.449029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c84c61ba-bf4d-40c3-85a7-3f64e674a754 · outbound

This paper cites AAAI Conference on Artificial Intelligence (AAAI) , volume=.

How Should Transformers Encode Numeric Values in Electronic Health Records? AAAI Conference on Artificial Intelligence (AAAI) , volume=

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.431412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 784d5090-aecd-4393-b124-94c690776eb8 · outbound

This paper cites title =.

How Should Transformers Encode Numeric Values in Electronic Health Records? title =

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.452826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f92cd7d4-180d-482f-bcdd-2f23b01c05e2 · outbound

This paper cites International Conference on Learning Representations (ICLR) , year=.

How Should Transformers Encode Numeric Values in Electronic Health Records? International Conference on Learning Representations (ICLR) , year=

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.451075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4d1ee39b-4ad8-45da-af49-5ad3773e2f0a · outbound

This paper cites Investigating the Limitations of Transformers with Simple Arithmetic Tasks.

How Should Transformers Encode Numeric Values in Electronic Health Records? Investigating the Limitations of Transformers with Simple Arithmetic Tasks

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T21:28:58.033798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 09caf32f-91be-41a9-a904-dc84856dff5b · outbound

This paper cites The 4th Workshop on Mathematical Reasoning and AI at NeurIPS'24 , year=.

How Should Transformers Encode Numeric Values in Electronic Health Records? The 4th Workshop on Mathematical Reasoning and AI at NeurIPS'24 , year=

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.445131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cbc6d3bb-2e52-44ab-80eb-ee4b74b6210e · outbound

This paper cites GitHub repository , howpublished =.

How Should Transformers Encode Numeric Values in Electronic Health Records? GitHub repository , howpublished =

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.464375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9bbb973b-8c68-4326-a949-cd5334676557 · outbound

This paper cites Journal of the American Statistical Association , volume=.

How Should Transformers Encode Numeric Values in Electronic Health Records? Journal of the American Statistical Association , volume=

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.473525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bcac64aa-13c8-42ac-a98d-84ad28efe883 · outbound

This paper cites and Lin, Yancong and Dijkstra, Jouke and van Gemert, Jan C.

How Should Transformers Encode Numeric Values in Electronic Health Records? and Lin, Yancong and Dijkstra, Jouke and van Gemert, Jan C

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T01:10:30.437288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.