Paper Citation Record · LEDGER

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges

As of 14 August 2026, this Paper Citation Record lists 82 of 82 outbound references and 2 inbound Pith citation observations for arXiv:2502.07132.

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

pith.paper-citation-record.v1
2502.07132 v3

Coverage vector

measured 82 of 82 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:45:49.738946Z

measured 84 of 84 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:05:39.856235Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T08:31:25.488977Z

Reference resolution

82 of 82 outbound references displayed

verified exact6
verified fuzzy11
unresolved61
parse uncertain0
malformed identifier4
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 00633bac-3151-4611-ad00-d0efd938ebc8 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T13:45:49.366155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 452f9133-9120-429a-b494-8e7ca4b6227a · outbound

This paper cites Archytas: A Tools Interface for AI Agents.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Archytas: A Tools Interface for AI Agents

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T13:45:49.375841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f7e43a0-1a48-4e03-9d47-ded2634b5464 · outbound

This paper cites Prompt Stability Scoring for Text Annotation with Large Language Models.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Prompt Stability Scoring for Text Annotation with Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T13:45:49.380281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe8711fe-8a6e-44eb-9468-a2d692868973 · outbound

This paper cites The bdi-kit data harmonization library.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges The bdi-kit data harmonization library

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:45:51.984546Z

Source-reported events for the cited work

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Observation 30f65645-f64d-44d7-9b40-26511860a537 · outbound

This paper cites Beaker-Kernel: Contextually-aware notebooks with built-in AI assistant.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Beaker-Kernel: Contextually-aware notebooks with built-in AI assistant

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:45:51.971931Z

Source-reported events for the cited work

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Observation e7b0a812-a571-4a85-b0d4-49f0400a6978 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.958750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c5a0d79b-5a07-4317-a7d8-00aa3b420168 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.945570Z

Source-reported events for the cited work

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Observation 04c01a73-8fd6-46b3-954c-7e7c3f466600 · outbound

This paper cites MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T13:45:49.403391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20ed2a6e-ab92-4a31-b056-10500b077d17 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 9

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Source-reported events for the cited work

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Observation 33fed0ba-801a-41d0-93a7-bc8d40f91bd5 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 10

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Source-reported events for the cited work

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Observation 609a07fe-6fa1-4b67-8167-391105339a3f · outbound

This paper cites SheetAgent: Towards A Generalist Agent for Spreadsheet Reasoning and Manipulation via Large Language Models.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges SheetAgent: Towards A Generalist Agent for Spreadsheet Reasoning and Manipulation via Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T13:45:49.418681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 655a22f3-d4e4-4a38-bfe7-f3c1a61e0360 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.919383Z

Source-reported events for the cited work

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Observation a808ed18-710b-43ca-81ba-7bb8956df6a2 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 13

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Source-reported events for the cited work

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Observation 1144c589-9796-47dc-86a3-abe6abfe1f06 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 14

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Observation 9d059904-3232-4622-b2ec-470b09957fb9 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 15

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Source-reported events for the cited work

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Observation 65cfc823-949c-41b3-a479-44a307b210e6 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 16

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Source-reported events for the cited work

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Observation d772c3f2-44de-426d-b2db-5b7100886bcc · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.848919Z

Source-reported events for the cited work

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Observation 9d66eae5-6796-4d95-a103-17cb3b34858d · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.834792Z

Source-reported events for the cited work

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Observation 8e8d16ec-abea-4189-bbd9-90ef3b80f302 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.820917Z

Source-reported events for the cited work

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Observation b3f26328-1162-42e1-8e84-0f4885304a98 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 20

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9c1feed-49cc-46c7-bd4a-ec360eafe929 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 22

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Observation 09184b0f-6095-401e-a419-4b56b740e812 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 23

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Source-reported events for the cited work

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Observation 2a161b2b-8a08-4d2b-b779-a2356d317ca5 · outbound

This paper cites Harmonia: An Interactive Data Harmonization Agent.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Harmonia: An Interactive Data Harmonization Agent

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:45:51.770474Z

Source-reported events for the cited work

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Observation 5782b1b7-38e1-4cdb-a0c7-787ce9643d35 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 25

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Source-reported events for the cited work

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Observation 38f499e5-9a4f-4508-8781-ce9dc15ef5e2 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 26

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6fc4a5a-909e-42a6-972a-8d20504bf470 · outbound

This paper cites InfiAgent-DABench: Evaluating Agents on Data Analysis Tasks.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges InfiAgent-DABench: Evaluating Agents on Data Analysis Tasks

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T13:45:49.491442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f62aed3-1ca7-4e76-b510-f102fd36416d · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.743077Z

Source-reported events for the cited work

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Observation 82659951-3239-411f-9445-ec3b434de103 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 29

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Observation da9874c4-643c-44f2-8363-4661581001cd · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 30

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Observation 1494a51b-0c1a-4010-b915-53f98d184640 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 31

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Source-reported events for the cited work

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Observation 41f487af-6a7c-4b7f-ae3b-551170c105eb · outbound

This paper cites LLM Maybe LongLM: Self-Extend LLM Context Window Without Tuning.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges LLM Maybe LongLM: Self-Extend LLM Context Window Without Tuning

Reference 32

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Source-reported events for the cited work

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Observation 1ba010d0-fb93-4000-bb56-b20ef23a1813 · outbound

This paper cites Project Jupyter.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Project Jupyter

Reference 33

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Observation b31c78a1-551c-4274-a962-91944a5178c8 · outbound

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Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 34

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Observation a0f5a52f-0da0-429a-87de-3216477f2d8e · outbound

This paper cites Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts

Reference 35

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44c233a0-a1fd-49d2-83b9-dc159cd5ac7c · outbound

This paper cites Kolaitis.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Kolaitis

Reference 36

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Observation 034680b2-c94c-4511-97ab-369cf3ee451f · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 37

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Source-reported events for the cited work

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Observation 5859cd4c-13b1-4073-b220-a022292306b6 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 38

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Observation fec18f92-4f60-4e0d-99c5-0b986cc88ee3 · outbound

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Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 39

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Source-reported events for the cited work

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Observation 8ad15485-ab29-4e6b-bb78-7acbf98c8fd4 · outbound

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Interactive Data Harmonization with LLM Agents: Opportunities and Challenges LangChain

Reference 40

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Observation 1c21e29e-8f35-4abb-bdb6-980c5cbc4e3b · outbound

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Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 41

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Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 42

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Observation 2439c1b9-5e73-44bc-9ddf-111e831fc55b · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 43

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Source-reported events for the cited work

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Observation 737ff827-ca8b-482b-9526-260c53ad9f92 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 44

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Observation e56ede30-c879-4964-acc6-f39f04a1dec2 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 45

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Observation 4b659539-874a-44c9-8d62-c707ad3c4d8f · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 46

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Source-reported events for the cited work

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Observation 2801b691-558c-4910-b70d-32c41d12136b · outbound

This paper cites Megalodon: Efficient LLM Pretraining and Inference with Unlimited Context Length.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Megalodon: Efficient LLM Pretraining and Inference with Unlimited Context Length

Reference 47

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Unavailable: canonical work link unavailable.

Observation 30f6c938-05c1-43f1-b68b-b1a09021272c · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.486921Z

Source-reported events for the cited work

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Observation 1c60e422-7467-40d9-bfc9-3cd6e237c36e · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 49

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Observation 1fa228b3-c70d-432c-8377-e32cade7b72f · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 50

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Unavailable: canonical work link unavailable.

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This paper cites Orr, and Christopher Ré.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Orr, and Christopher Ré

Reference 51

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Source-reported events for the cited work

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Observation 941e9e71-019b-4254-b27d-88dcea1b71f3 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.440860Z

Source-reported events for the cited work

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Observation 3573e043-cef4-413c-9513-17b4be3afb52 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.426735Z

Source-reported events for the cited work

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Observation ec2c1ce3-c94e-46c2-b890-1ffa7cbaf320 · outbound

This paper cites Davis, Constantine Arnold, Yaniv Gur, and Deepavali Bhagwat.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Davis, Constantine Arnold, Yaniv Gur, and Deepavali Bhagwat

Reference 54

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-08T13:45:50.289098Z

Source-reported events for the cited work

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Observation cb3e2819-4f3b-49d4-a9bc-86c3539392d2 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.411663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0428eb5c-9baf-48ce-8454-a61b3714bc31 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.396628Z

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Observation 9339e8a8-a624-4e81-bac2-3f78e80ac006 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.381915Z

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Observation 9dc680ea-eb59-455e-b4fc-ce7ab9d4ed58 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 58

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Source-reported events for the cited work

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Observation df04c444-9214-49f9-aa97-f42f24bd7928 · outbound

This paper cites scikit-learn: Pipelines and composite estimators.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges scikit-learn: Pipelines and composite estimators

Reference 59

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Observation f02deb8b-b10e-4c30-b23f-df16ea0aa759 · outbound

This paper cites Large Language Models are Inconsistent and Biased Evaluators.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Large Language Models are Inconsistent and Biased Evaluators

Reference 60

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This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 61

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Observation 8f640b16-f292-4296-b7a3-45ef8dc56b19 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.325079Z

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Observation b377d2ed-ed85-4df5-82f1-7140098525f1 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 63

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Observation 4bd9d4f5-95f5-466b-9b2d-70a5f2977026 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.296111Z

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Observation a035b0a7-eb3c-4b72-a2bf-c0e1d9733331 · outbound

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Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 65

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Observation d13e02c0-cf78-4fd8-93f9-3ecf7909fceb · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 66

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Unavailable: canonical work link unavailable.

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Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 67

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Observation efa39440-c4d0-400b-949e-9709aca652db · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 68

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Observation 4c3c4973-c2a7-46b0-b7fc-47b2c10304ae · outbound

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Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Cell 177, 4 (2019), 1035–1049

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:45:51.281859Z

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Observation 64e31a6b-d48f-4dd0-86ab-8c9edaf7fdc1 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-08T13:45:49.701798Z

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Unavailable: canonical work link unavailable.

Observation 4d56e0d2-6e28-4605-a422-c044d2355de0 · outbound

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Interactive Data Harmonization with LLM Agents: Opportunities and Challenges AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-08T13:45:49.706196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Interactive Data Harmonization with LLM Agents: Opportunities and Challenges The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-08T13:45:49.710950Z

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Unavailable: canonical work link unavailable.

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Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.187333Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9a44cb31-a84c-4a7b-b599-09e7e77a60a8 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.212017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 534a9087-ab00-40be-aa09-1fbf4acd1dc8 · outbound

This paper cites Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Clarify When Necessary: Resolving Ambiguity Through Interaction with LMs

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-08T13:45:49.724664Z

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Unavailable: canonical work link unavailable.

Observation dffba1fe-280c-4e22-aba3-c9d51b25cbf3 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.156757Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a67102f1-232c-4192-b696-b5ccd8b09071 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-08T13:45:49.738946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d55018a-28a7-4da6-9753-88025394cfa7 · outbound

This paper cites an unresolved cited work.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:45:51.171596Z

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Observation a2ed1429-c327-4ad6-8ac8-d2e894e2a3ca · outbound

This paper cites Benchmarking Data Science Agents.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Benchmarking Data Science Agents

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-08T13:45:49.733931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1088ac06-49bd-4eb7-acf3-2ac46b63b591 · outbound

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Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Unresolved cited work

Reference 2009

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Observation 1897ffea-7142-4cdf-bcb0-19d4415f8949 · outbound

This paper cites In Proceedings of the 2019 international conference on management of data.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges In Proceedings of the 2019 international conference on management of data

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:45:51.356974Z

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No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3eb98735-d043-420c-a50c-7f5e6e780f09 · outbound

This paper cites Cancer cell 39, 3 (2021), 361–379.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Cancer cell 39, 3 (2021), 361–379

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:45:51.728875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 984b4fea-0ee0-4ab0-8f75-643753b368dc · outbound

This paper cites In The Twelfth International Conference on Learning Representations.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges In The Twelfth International Conference on Learning Representations

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:45:51.633002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

Observation 429ffb09-b3c8-4c89-8136-cd553954cfbd · inbound

Ontology- and LLM-based Data Harmonization for Federated Learning in Healthcare cites this paper.

Ontology- and LLM-based Data Harmonization for Federated Learning in Healthcare Interactive Data Harmonization with LLM Agents: Opportunities and Challenges

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T14:05:39.856235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ffc4533-982d-496a-873a-0c85fcc86a92 · inbound

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PrepBench: How Far Are We from Natural-Language-Driven Data Preparation? Interactive Data Harmonization with LLM Agents: Opportunities and Challenges

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:31:25.492208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.