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Paper Citation Record · LEDGER

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages

As of 19 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2412.10918.

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

pith.paper-citation-record.v1
2412.10918 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T15:34:56.344756Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

47 of 47 outbound references displayed

  • verified exact2
  • verified fuzzy16
  • unresolved29
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eaf09c58-a4cc-455a-aef3-bfe8de89ad3b · outbound

This paper cites Aziz, and N.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Aziz, and N

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:58.634664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.825486Z digest=sha256:db785dad4940706535110208512f9d556853122779fa18332275dcaccfe66e5f

Observation cb381540-752d-4d5c-86fc-832322070746 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:58.581300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.835445Z digest=sha256:7de02325c0750fda30beb5d0b7c44866329d12a1394394f71b2605256d120ae3

Observation 9fcf75f0-7597-4dc5-b6ca-bf460e581dc5 · outbound

This paper cites Orhan, and N.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Orhan, and N

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:58.518619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.844866Z digest=sha256:200b105192d544dd28a221d3cf0d75fc27d9e9f46d525ce26d2c8d06322f26a7

Observation 81f74522-f0f4-41ad-88f8-624972905b3d · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:58.483981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.852226Z digest=sha256:48d0890a91df6e2bcf0391e91f6da36c8120b853de52cc271f8266b1770312fd

Observation 0b3b67c2-525f-4d22-9cdd-bb0b58aa6b05 · outbound

This paper cites Erguner Ozkoc, and G.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Erguner Ozkoc, and G

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:58.435527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.867516Z digest=sha256:863e6cc9a5fc9c6c3451923186ee9cb154cde4295fd350a9a610ddab20da735b

Observation c986091f-f1f6-49f5-8cd2-1c092e240053 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:58.397512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.874028Z digest=sha256:6d5a0619f0c571d1f10da1052fea4a85fa0533d5450f4290d8d6681662d947e2

Observation 8e8a2cad-cde8-4093-aeb1-103add7fc407 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:58.367747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.889349Z digest=sha256:bb2cfb6092de16dd05a7a1f1fd46e17ffb234c1a31df7f90387556d1b2afc04b

Observation 87afb39e-2f10-4bd9-b47f-d911f8e3e721 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:58.342106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.918842Z digest=sha256:c73b865485bc7673b28349f680092a2a478a79d688b3ccaa9d97d675b26d4ac5

Observation d8d776c6-9d52-4e58-9209-8583ed6b25f1 · outbound

This paper cites Final rule, Federal register, 2002, 67(157): p.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Final rule, Federal register, 2002, 67(157): p

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:58.318741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.933401Z digest=sha256:44e9299715edd9828e3f226218aa8b4cf9d730bfbe7ac5435cb3cb1c71ff71b9

Observation 863b8f55-8db5-40f1-bf2b-32e0d13da617 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:58.290859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.948173Z digest=sha256:aa080b4b697591bc22da8768f3a887ec034edc73853d64e2ab47c71ac7e377d8

Observation e0cbb1f5-d46c-4afd-a4f7-9efe74993fed · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:58.271312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.960747Z digest=sha256:0c64e40ee285db4b2726450d75d34ad339db9a223c65b835df1369c2497a4305

Observation c06a696b-7d9e-4d61-8652-b66d42bcb1ad · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:58.208481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.969326Z digest=sha256:5754e307dba5dddfbaefe941602de7879131f8d144edd8e1768a32331e3c9d1f

Observation 239517d7-1a3c-40de-bdf5-841d7edc5f66 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:58.142775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.975388Z digest=sha256:14472ef2e3ce7a00b97801899756d65252c2eaf79d5850312a71541498849c1e

Observation 0b9d9772-ff85-4dda-93b4-a4f58601dbdb · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:58.106663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.985053Z digest=sha256:7a9b41b0146a41280c699a92a120532ef72c6fb16f696a41881790a724d233bd

Observation 968d719b-8e2e-4f4f-9482-be8a78d0c3e5 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:58.065873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.990119Z digest=sha256:3fc586733a4ab4ae9d9552e4fc5d2d446023f76cb98a2b10f21a92d8a75c5a07

Observation ece12958-1bc2-4766-9b2d-0634ffa517d5 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:58.030047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:55.997946Z digest=sha256:bc1878bf4c8523cb2503384c1b2ec2135d6d850aa5d3a6d7b432d20401416fa2

Observation 760d5133-ac57-4d8c-bb77-f506c423e499 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:57.992993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.004944Z digest=sha256:6494551132f305b4d8e70563ea351aee0d84065e67e707ab57c916dadfd54a05

Observation 63bfb76b-86b3-441b-ace4-b8373e9c01a2 · outbound

This paper cites 19097- 19110.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages 19097- 19110

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:57.950308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.012932Z digest=sha256:5c77b14869b80b82278450d5a182b65092131e654d704614471ef465b69aeb9f

Observation 47220abb-069b-4abb-82a5-4d5352be574a · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:57.896318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.022652Z digest=sha256:fdd48097003fb0cd1872d2bd067801a6f23ed88061905faf5c82108ccbeb4651

Observation d76d1164-1b47-4432-9b2c-6b3bddbb144a · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:57.814034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.031981Z digest=sha256:1b7b58c2222a2ee3f1941a1cf23880a75fd8078957c6997fd4b4fd24cafeb865

Observation 69079d98-eb82-49b8-9216-bbe073d0b259 · outbound

This paper cites e124-e134.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages e124-e134

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:57.792114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.047760Z digest=sha256:d5ef3588b63729d10707c130ca7419f28e2a91fb5ebeeae9945d6aae4bb3be8a

Observation ef863f6a-b38e-4364-bafa-1ac41f846d82 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:57.693060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.070520Z digest=sha256:0dd0baa670d837829c006a56a4a6d2c3d432cf95328e53bd0352e4af0b136a57

Observation eeaf8ac6-1b34-4d3f-b1ad-5404036a2960 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:57.638408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.082080Z digest=sha256:df556a7348a0b65230174ea4247f95d44074d932a2730bc357947e631d189e4b

Observation 07160bb5-942c-4477-a400-e0843051fd30 · outbound

This paper cites LLM-in-the-loop: Leveraging Large Language Model for Thematic Analysis.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages LLM-in-the-loop: Leveraging Large Language Model for Thematic Analysis

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-11T15:34:56.094108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:34:56.094108Z digest=sha256:5984a63cc0670e52fa2844f88ad76af735c07473340d135df9132d03966eff2b

Observation a50cdb4d-8f3c-49ff-a7c4-801c340cd4ef · outbound

This paper cites Can Large Language Models emulate an inductive Thematic Analysis of semi-structured interviews? An exploration and provocation on the limits of the approach and the model.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Can Large Language Models emulate an inductive Thematic Analysis of semi-structured interviews? An exploration and provocation on the limits of the approach and the model

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-11T15:34:56.103015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:34:56.103015Z digest=sha256:6898c84a003f51c18bf52b93d1b60a3f946c3074e4b35c5eccede1abddae9137

Observation 22a7a945-6482-46df-8d49-d28d684c1759 · outbound

This paper cites Alizadeh, and M.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Alizadeh, and M

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:57.601937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.111310Z digest=sha256:3b17ec6c7640544f8f1eadba7b2aba622f7253a75472a41224dc8a3cbb604530

Observation dc053d7b-8c20-48b5-ab12-225e3783e9c9 · outbound

This paper cites Discovering Latent Themes in Social Media Messaging: A Machine-in-the-Loop Approach Integrating LLMs.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Discovering Latent Themes in Social Media Messaging: A Machine-in-the-Loop Approach Integrating LLMs

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-11T15:34:56.120595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:34:56.120595Z digest=sha256:6e24d20ced930c6352ca1e2d56f29a0889cfd543c01e900980314b24a334adcd

Observation 458fa2f6-c06d-4b4b-b8db-4c5481697d2b · outbound

This paper cites Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-11T15:34:56.130322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:34:56.130322Z digest=sha256:f0035755bab0c0f700d47e5ff88bf0bb8a70c9ad45a3e58a9475fcb24dd2e39e

Observation fc9ef02f-5ea7-4a90-a45e-1f0488b182f4 · outbound

This paper cites Investigating Expert-in-the-Loop LLM Discourse Patterns for Ancient Intertextual Analysis.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Investigating Expert-in-the-Loop LLM Discourse Patterns for Ancient Intertextual Analysis

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-08-11T15:34:56.729537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.139551Z digest=sha256:806985a7af5c4b113a4d6ff936184468483a266ee0af95ff2b7fce38369b5c4b

Observation 2a044f61-d0c2-4119-bf1c-d15f12cdfae4 · outbound

This paper cites LLMs-in-the-loop Part-1: Expert Small AI Models for Bio-Medical Text Translation.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages LLMs-in-the-loop Part-1: Expert Small AI Models for Bio-Medical Text Translation

Reference 30

Resolution
verified exact
local_arxiv, observed 2026-08-11T15:34:56.692533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.148300Z digest=sha256:3a52e721a9b57ac61e38941d08505f2fe5c6957aaf5d6c2ce74df816b556c253

Observation b33f26ef-885e-4be4-8ee2-1b439af39b16 · outbound

This paper cites Burckhardt, and R.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Burckhardt, and R

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:57.527737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.155696Z digest=sha256:e494d878f611aaa546e8d61baaefa6d18f5516a868d55ee11d3981a9aec58a2b

Observation fee44402-060a-4859-addd-29e0574c4905 · outbound

This paper cites Sengupta, and G.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Sengupta, and G

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:57.482705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.162222Z digest=sha256:dfdb65422b523af005903108c1f599e7e4197b1796bddecfe4490e44d865b3f9

Observation c9123868-b0b8-4ec8-81b5-3a3528ae4c81 · outbound

This paper cites Kotfila, and O.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Kotfila, and O

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:57.422358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.169906Z digest=sha256:fa43b386a05e25548fb9f7cca3513396fdb55c085e5847910e619a46d8269d88

Observation a2a1f5f9-7354-4f81-95e3-88659a7c095d · outbound

This paper cites Luo, and P.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Luo, and P

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:57.347273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.177766Z digest=sha256:1247039f4ae4f5833ac6b6986cf892866ea23c825261eb52976f14412c336ec2

Observation acadfa10-370b-4c4f-8dee-c2e2fac14de0 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:57.323682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.190524Z digest=sha256:d06834cc5301c22ae0efb384028b6f32bc3a8cfd16f9016cca33b7c8cacaffb2

Observation 4b214339-dd10-41a9-8b9b-37b13051d5ad · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:57.285923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.195654Z digest=sha256:17727416135663695f575cce39abb489decc66267b953f817a70f10651122e54

Observation d92c9cca-382b-41fa-81d0-3e3b58e5f284 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:57.261582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.200770Z digest=sha256:89b5008013d02daa674caa1d080e1bb0ef6fb0583b1f5be543d9ccbd4e02b2ae

Observation cd1224ca-0991-4b0a-83e8-493dc07a30b7 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:57.235399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.208623Z digest=sha256:50b9b7c047d6793d6c0e14811cf8e43648b6cc3acb4810c95a620b195ccc3a89

Observation a47a9194-df11-495e-b41a-819ee8dde4c5 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:57.199921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.213539Z digest=sha256:c3a9096ffcea15ac246fa9215f36624ded14952495102f12a92b08095a481384

Observation eb8af114-a568-438c-a752-34b3d69ac4dc · outbound

This paper cites Ohno-Machado, and W.W.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Ohno-Machado, and W.W

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:57.175465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.220719Z digest=sha256:0b272df428b2048ceb8ceb27d9abaaa5a5807de933a3b8335a7c05000e62324c

Observation a841405f-c888-45e6-a277-4825bf8482b7 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:57.135338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.230305Z digest=sha256:37bf18820fa8a456f540d382fdb2f48c719ecdeed915e7b1e0ed4de99dd88609

Observation 11413ee0-efac-4f43-ac08-53f49b774742 · outbound

This paper cites Saul, and J.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Saul, and J

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:57.101315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.236000Z digest=sha256:2782ddd3d70bdc5e0eacead4b57c912f39fdc11e8bbea7a4264639815697dc80

Observation 90a0a589-db1a-4163-9da2-aa1c5cad65a1 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:34:57.069638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.255969Z digest=sha256:2fc3f02dc8ba0b4fbd27933f97a7b155e6d515af24dffb601ad767454d3ceb98

Observation f324f7d5-0859-4088-b9cc-e4202cc095e1 · outbound

This paper cites McCallum, and F.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages McCallum, and F

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:57.041769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.282686Z digest=sha256:5c2809958f79e8bfc189455c013b573843de650bfc32d2aeb0ab82b05b44aeb2

Observation 42674d11-fc7d-43de-af3e-43be0fe67455 · outbound

This paper cites Talby, and H.U.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Talby, and H.U

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:56.987008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.290315Z digest=sha256:460caf4a232894c53c266e4b666527b626d27b20632299992d4334b1db3f04b6

Observation 80826854-cfd1-4ed8-9cd4-e0d1d35fade0 · outbound

This paper cites an unresolved cited work.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-11T15:34:56.314347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:34:56.314347Z digest=sha256:abb36482fae410ae4a63cfd26063c9260507922cd1203a2036e170482b0b878e

Observation 21005c1e-6751-43bc-80ce-47351d12dd86 · outbound

This paper cites 88 years old ,.

LLMs-in-the-Loop Part 2: Expert Small AI Models for Anonymization and De-identification of PHI Across Multiple Languages 88 years old ,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:34:56.951920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T15:34:56.344756Z digest=sha256:4ab04e901d46fe9b09f735fba11fb3fd0f0edef254816df318a891c4cb50fb32

Pith citing papers

No inbound Pith citation observations are available.