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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=sha256:27ab6b3e7b3b65f9534cac5162f6624476c01d291842020832d62c1a3e33f0ae

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:f1943f27b1c039c177a6ec33c491366d6c904eb67c4f639acdead32023ace6de

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=sha256:8e074c237fc06134c43a796a2a7a6f795a04732de4b62af401be730f65da9e21

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=sha256:4c611990e97e97b84bdce24eb6313d951d858bfea2eb8028356e1b0493cb63d1

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=sha256:61e4b25945e9719f999a8a9f5159fd18658a8667a0afbac935c2ee141e23b57d

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:fc06bc6207334493ee683df1409a0e578ec95abd4e7bdd9b62c3d291c364042e

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=sha256:757d326bf9aaa66f1c8c37670216969ce7e7610877701d6db05c15636f481f36

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=sha256:34b912d510f8a3de7c5f039ca28e653cb3e7420284765f00bab980df43f97d4c

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=sha256:43e01edc3aa70afddea282c8a1293bfdc5505c1e20615ed2eab2360ba6169da1

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=sha256:16e965e34f83e0a260c036d8af8a5aecc5cf31f900c338c15ce299cb367f5401

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=sha256:609f159cad0b898f24420ebf4d2b32d68e7d4da93d2ab800731e5588439fbee5

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:a43c00adaf7dc2ef589f3a749300273b4d1fad5e8a548c970ca72f590a94c642

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:f19bd58e7c0b58761055fafd9ed8e29665e129aee91698335e6ba5ac20cc2cd2

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:f62ee38a9b81e54d550e96eb4f5c6166a243b7ba0ba71eee1bd0112e3b0086ec

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=sha256:99e6997831943dfd3b26855056d2389b5a3fe3dfdd79c448ea49a1e02a622217

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=sha256:620b6f91751ab6183b05bbad27f993c19c2fd58179fb81cffa695044ff7657ae

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=sha256:364d0900ddaec69be464bf204a2bf90bfefa753c923f4009791a6aad0d926ccc

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=sha256:6bc82d14e4a3a9acac853127f7591d8b43bbe87bd47514e631d0e06abb602a4e

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=sha256:89da43c0ceba6def4fa5297deb5fc734b7f4ad67dcf80b203d84dc630e6eddb0

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=sha256:34a168118d776888ae8aa503445a3ff284f8dc6f09e42c66251e577215704aa0

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:f64d5e16d6f6ff7ac1ea6fe136c446e72310afe316c92fea8d69d58a3b644b72

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:aa34bbd2e30e703f13f24a7ab7702f75335c7481f34d5576fc96406448a423ea

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=sha256:4e815befcaf1710d86a2f525d3005ef48f997bcfc0aa14ecf2b5ecf2a77db16e

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=sha256:2f056f6ba4f15bed7a869ed1b8294ea278cab7478fc9683e22a929af4d8d1d9d

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=sha256:03c7f7db7df56cdc8c3597f583c55283aa26d94712e8b4cd095d2a415609066e

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:cf502525bb4659bf5f46bf63acd47466112c5207afb403c6a9d70635ce98d03c

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=sha256:8ba90fc2639312bf4eef35cb81dd6a19f3c56f0d714a1b55662a83fd306ce717

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:b4a39f159effb7dadb486b117872ac3017bc323318ee7a56a00e1eef5632058e

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:ff51371eaecd6373931b09f321020d8e4cef161a459e2e0ab4b15ed993a2ba55

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:b4c6b947ccfb370aa15e5d0f832177ccd0cbe3babc719b7c465dd4ba385c904b

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:ff7b3bf5228118d388e67892b8b5464a175967abd129956cca91b346885063a3

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=sha256:5f1ed017f706c5493e44167ccee1201979472ff434bca2b97c18923aed5cef70

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=sha256:9e11a33f6e3ec7cfd8e787121fdb39241b276f57ddaa3771e09f925045b7d9f5

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=sha256:108bd704ad1dac7a0574c7e2e962f145b12cf1e7b5752a8e87e5e014b9a3eb1c

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=sha256:66ca0c7db3166f0f595d7aa4e7e2c26aafa9ea8b175ada7e57d2f260e80d189f

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=sha256:249279b64b8f24a191ec4683ff655de3d27f7508ebadd2128a7c3e50d70320fc

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:d3e2dc5ab50f2d028e2cdbf5e07da297fb9a085dd9b2dc125e3916afca4e675a

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=sha256:0e2aa3f23014b98f87651282c943fcd94cea3d439df6e7c816555021e188b7f3

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:e893a31b3a9a6b28869b77c19499b790adeb81b5848dfafe25d6907765ef9766

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:a00d1dedf9d402e0126cf3fefc972f4ba84190ba79185f9d6bf7321eee06ffbf

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=sha256:6a84e5aa3cc4ac13a9250a3ea86206f68b81ef38730fa20f7c604b65fba810f0

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=sha256:11f02b72aa6afc5f7d6c622dd0bf5fbc91a3cb3b28df92ac0e6395afbecd7868

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:e43507d818367eed2278b335d20ac42d20164e27a24e788b36863035f037e268

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:c11ab5d8953d1daece63469b3603fd39a685358224ac454cb0ee6d744b7235c1

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=sha256:7a167af5e43ffa9d18e54c68faefc9ed2fd4cf81517318b82854fe0db864a37e

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=sha256:6055cda1cb90b84fd441d4c925d7d900a2617008319c38ea5f75fac3c5f25e23

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=sha256:62df16d2fcc0d88ba72d2108cf2ad5199c7b8b6197ff2a202edc50a751a91ae7

Pith citing papers

No inbound Pith citation observations are available.