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Paper Citation Record · LEDGER

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges

As of 9 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 2026-08-09T06:31:02.800959+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.

source=pdf_text observed=2026-08-08T13:45:49.366155Z digest=sha256:0ef1458c973eec9ee416032af01ce36da034c1b7bde3dbd9c8bca7c34276b091

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.

source=pdf_text observed=2026-08-08T13:45:49.375841Z digest=sha256:1fc86287f7e70a74da13546ed972c07fc8ab8e07ecfcaa7d2d068d5d787635e4

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.

source=pdf_text observed=2026-08-08T13:45:49.380281Z digest=sha256:a9e8077484a8585a83af52b97652d7f44b5f649fd0f62a9549c0de329513f843

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.385319Z digest=sha256:d82c72b6aee62d571e86bb05c02d359555ff41630c8700225b2a48dc71c132f8

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.389934Z digest=sha256:1e91b08f052730cae054dec733ec7b7646e42d94c7c75fd240de936a8f3a5865

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.394525Z digest=sha256:942ac57b2f57a5a28463735917299d8cd8c38c0670c2c3a16efc159b9d1d288c

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.398742Z digest=sha256:a17e64e6b2cfb52ae213bd816e1f136ac75059f9eba972b0dd10b1ad1861f8bb

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.

source=pdf_text observed=2026-08-08T13:45:49.403391Z digest=sha256:306ed4f9b0fc33036cbc6b409ff442cc610078edb163850b4e395ff403576a05

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

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:45:51.108022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.408528Z digest=sha256:16bd06e8e47b3c32c85458c4f94b53d0535cb918c5c9d4381e4bb6f0b45a5ab1

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

Resolution
malformed identifier
raw_fallback, observed 2026-08-08T13:45:51.932410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.413483Z digest=sha256:035708882d8f2a94c26e36b6164173236d0f6ecc349ec6d17d0f78341f076caa

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.

source=pdf_text observed=2026-08-08T13:45:49.418681Z digest=sha256:f492f327c66abe49875a3c677ac299bf1bfcdd3cb198baa8c4fa6f054ca27d40

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.423630Z digest=sha256:09b20862f24f9e200d8bf5cf71f46cbfee681d2af89d3b1c9714eefeea5f4977

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.905800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.428201Z digest=sha256:6b745d32488e544aa94461f5e49d0670934f8a623cf94b8ae396002fa351d397

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.891791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.432781Z digest=sha256:796b586031607fe0128a22e4e2360524a91452a1d9223acb97e237695ffaa82b

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

Resolution
malformed identifier
raw_fallback, observed 2026-08-08T13:45:51.876420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.437235Z digest=sha256:6c4db1346200516f757d2aef2ec1d2feddf6a8f5f438816f65ae7317f5ad61a1

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

Resolution
malformed identifier
raw_fallback, observed 2026-08-08T13:45:51.862579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.441537Z digest=sha256:bfb24d14e229f4d1d7754c01f65a89a8634c605f7737cd15ca985c5c0efcc798

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.445965Z digest=sha256:410b2f491b4770e0ebcd95e6838323cde539c71ba6b812c6ddb16a6c8cd1a806

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.450633Z digest=sha256:f1139fcb9af5bba610a7bca686975e633412930b1737389ac6aeccdcb92772b1

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.455197Z digest=sha256:cd8f04be80e1cfcef324036ffd6569b14d92a3da7a23974c478a540fb018dc73

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

Resolution
unresolved
no resolver link, observed 2026-08-08T13:45:49.459578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:45:49.459578Z digest=sha256:43cc7df9e8c2c8df231f3471a688de6c67ed9794be560f3e8296fe8530dc976a

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.798086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.468432Z digest=sha256:18e0c10fcbf56076892388fb3002d327cb0f6481e6cabf332d39ce45e7b612b9

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.785107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.472596Z digest=sha256:5d23d5e1b5aa56afe6353b84bdb09874e7646a6856ce6ecd150536a29594a84f

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.477047Z digest=sha256:6efed644155ffc7e94d507edcdb16d8249a232635dab924f4b019617dd7532b7

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.756465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.482044Z digest=sha256:8179b5cf184557e95d5a866eb4ada806351ccc6b557aafd30a6caf8ac2e513ea

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

Resolution
unresolved
no resolver link, observed 2026-08-08T13:45:49.486854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:45:49.486854Z digest=sha256:14b14c0432486254b7577029ed19b22a3c08fd7140247a4a968083a1cffa8dac

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.

source=pdf_text observed=2026-08-08T13:45:49.491442Z digest=sha256:5380ad4069cb980b34762c3816677a8b2b08efd9b18c097af5079d41d504479f

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.496445Z digest=sha256:d660e6d174f77ed8043ef79c19a71661ef7c89681be3c24822901ace98dd5757

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.715411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.505333Z digest=sha256:9428b18a145f8cf17ad5cdddf02aee280bd17d22931768cef77976c542babf93

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.702285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.509848Z digest=sha256:6d142141ddedc202a1b07667f74ca7e962485079e53242498cde7edcb452a8fa

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.688623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.514187Z digest=sha256:05a81870b1d53593e61cd9aeb6599b9bcc34708eb4a338b1f2cf8eeefeb8d93a

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

Resolution
unresolved
no resolver link, observed 2026-08-08T13:45:49.518641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:45:49.518641Z digest=sha256:44d8790427061c712ce41cf1ba0fd8f91cbbfd08d2d7406f5c16b6ffd809c812

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:45:51.674616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.523689Z digest=sha256:76bdca26fd68fb793a3812f1b71e323d8c7be8b188480888bd2b1c7ffadb5f05

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

This paper cites an unresolved cited work.

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

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.659831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.528379Z digest=sha256:9c4b48683d7b56e0e6e00c9efffde48ec920815a1477052eab4a03d67c362710

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

Resolution
unresolved
no resolver link, observed 2026-08-08T13:45:49.532849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:45:49.532849Z digest=sha256:9aaad5cc8973e77e3e02803b4dfc432e86f44e7e7788fb0da6ede0446b324fdc

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

This paper cites Kolaitis.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges Kolaitis

Reference 36

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:45:50.672796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.541924Z digest=sha256:84eb303f0dbbe63a4bc745db33c8c8626a03ac49995265074796748cca664ef8

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.608018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.546190Z digest=sha256:97b3c301096f3994fb479088cd80a2be101b8ff318eb2751928b0ec4958e782a

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.588938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.550536Z digest=sha256:1264fcd10562c3bca47b0d2a428a0c39f634acb6723045b356813b69affab6ae

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

This paper cites an unresolved cited work.

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

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.571698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.554770Z digest=sha256:c5e72ad99c335104a55363ec7ea2c2793f8897cdeb65449f11e8805f21565590

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

This paper cites LangChain.

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges LangChain

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:45:51.555904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.559279Z digest=sha256:aa6e56bdb5acf2d731939986bead2781a454d2ff19c24e863b15b04c8774d544

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

This paper cites an unresolved cited work.

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

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-08T13:45:49.563550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:45:49.563550Z digest=sha256:5ac6616047c6b3d12cf78c9e6e7a220bd5ae159b02d8948948c1bc63ab0f6190

Observation b7c33ff6-6d9e-4e9d-94a6-214f0f0e024c · outbound

This paper cites an unresolved cited work.

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

Reference 42

Resolution
malformed identifier
arxiv_id_nonexistent, observed 2026-08-08T13:45:50.955639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.567722Z digest=sha256:91c6db54bba7049fbb0bf533b24578b1fc1a7a6766e382fba1c8c30c642627f4

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.530283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.571845Z digest=sha256:d581dd08c7d78c55431a751323e2a23cb46800b386c499a84998b34250e47f4e

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

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:45:50.500436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.576220Z digest=sha256:9d17ec89fac4a9e8a76db0885327ee571ca4b2d5bd6680d302c4e73307534244

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.515855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.580404Z digest=sha256:b24b4b0f274513b220b40a684d563ec3e75068b574838ecb2be1416043e0889d

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.500623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.584410Z digest=sha256:bee31a37f04cc368a9a8ff355d0bc3941fc01e790bcaeceedcb11e732bb68957

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

Resolution
unresolved
no resolver link, observed 2026-08-08T13:45:49.588731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:45:49.588731Z digest=sha256:50cf850a27e3483a31937ed15383d29660b9b666050b4b5acc612084c6998fc3

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.593888Z digest=sha256:f3a3fb1292f4ad0a464074d68fb8225808b5a355a208fc108fc9fe6e64ca56c8

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.472027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.598080Z digest=sha256:7064106d3dbe18612ec3854a1c1c23c8623fb1037729f5f0c990bd52ea271b8b

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

Resolution
unresolved
no resolver link, observed 2026-08-08T13:45:49.602405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:45:49.602405Z digest=sha256:3290ba51b3a8aa8a1b7b799295b301b202e1ebb9c2c0d83046786fa35871004c

Observation 03e68e73-926b-462f-bb76-dd3af58f63bb · outbound

This paper cites Orr, and Christopher Ré.

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

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:45:51.456723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.606832Z digest=sha256:33fd7ed1dbb5cc9d60c42b54bc0f1b067680a2ba77db179878ef4b4096793cda

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.611179Z digest=sha256:ef560366c0622cc1ccf401c914e54fe4f0b95a579296284e604d7f67aa7dd203

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.615602Z digest=sha256:f7549ec1da6b1f440010472303d40688cbcdeeb76d90aa16ef82ee4f6ef10cf9

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

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.619978Z digest=sha256:7378d52e5138a6d89a55917ee027c7e0d51c778b92c8d56af2206020814b829a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.624516Z digest=sha256:b6904eba49b00e9346c67339dd48c5c2c797ae1462d5c6d2280628e5cb80bda6

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.629057Z digest=sha256:90851346d987a3131df0bcfdb78149794fb12d6300fc2e0d6e1ef274ae4f04ee

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.633512Z digest=sha256:51b222aae9d228a5edb1d640650dbf8da5d7ec4ef02b2b75a668afc5596db9a9

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

Resolution
unresolved
no resolver link, observed 2026-08-08T13:45:49.637842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:45:49.637842Z digest=sha256:557f6bcf95bf4fa6b6cc4a7db2fe1b30d8acd2c2887704f2da69c45216c5e407

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T13:45:51.341569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.646676Z digest=sha256:30eaddb20a524773545639efc62bf3bd2e4f338eca99ba31aa79a6732f3760fc

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

Resolution
unresolved
no resolver link, observed 2026-08-08T13:45:49.651229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:45:49.651229Z digest=sha256:e25dc36d525379f3c24530d4146f8f651c02253d45f99ad00c93f29b237c4ab2

Observation fc4544fb-662e-4da1-b6c9-4da425c16cf0 · outbound

This paper cites an unresolved cited work.

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

Reference 61

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-08T13:45:50.103285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.656120Z digest=sha256:95ccf1b5be1bc0994209eac7149625a9ece00d28fddc61d6bf9991cea54aa01c

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.660451Z digest=sha256:9bd9e9d284f2fc4a1c312a3efc6393615f56cf7557668588fa6bd670e9f5dc16

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.310957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.665300Z digest=sha256:d7a39995931f84e135b66e8a84a80ea3016548b84d51e099a0927f90f04f1ef7

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.669788Z digest=sha256:f6abae014e8e1a7ed837279abdd35dc3f5204d4b9b13e8cdce48156269fc7ac6

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

This paper cites an unresolved cited work.

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

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.267312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.678671Z digest=sha256:44bf8f50582b1839c51b349a50cb0fcc35fee11b2d4ec6f3347e1cb7c9f2304c

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

Resolution
unresolved
no resolver link, observed 2026-08-08T13:45:49.683273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:45:49.683273Z digest=sha256:9b344e5bd4ca2103df97d9e3ce388b937a93b7d35413e90bcc9070b9c889b6bc

Observation 368e2e74-1547-42a4-ad4b-052f75894427 · outbound

This paper cites an unresolved cited work.

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

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.242860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.687829Z digest=sha256:9e4c23db2fef9b1c83165aeeb81f62e1db3e88124682277253187efe59c3f9cb

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

Resolution
unresolved
raw_fallback, observed 2026-08-08T13:45:51.227923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.692453Z digest=sha256:3916f07ecfd0b1fa33b93479be57673cf08132901e31248de14b62946b98caa7

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

This paper cites Cell 177, 4 (2019), 1035–1049.

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.674407Z digest=sha256:7c89035912b12856057d9473721a111e7d308c4b4008df064437bf9184241b3c

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:45:49.701798Z digest=sha256:f4744acd8ed1ee10f48c522f482adaed9136ccb850c264d4984bc02bcfa572eb

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

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

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.

source=pdf_text observed=2026-08-08T13:45:49.706196Z digest=sha256:18e6719eaff53b8710248ded2fb3302d86f21556c2e4eaddb5fbc25ee078eb87

Observation 0af9f804-0a53-4284-a6b6-867e9d46a698 · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:45:49.710950Z digest=sha256:f0e77646e9be3d5bf7c1ca376c9c08f7f060a688a6c1b21b7a57c1db8125f70f

Observation 77c72aaa-37a1-4269-8b72-9ca1ebcc7f8c · outbound

This paper cites an unresolved cited work.

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.715797Z digest=sha256:f382115235d907a967de06490571f64d2d263e53bcee7d9e0f3a6bfbebaf8db6

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T13:45:49.696938Z digest=sha256:1f949432cfcf58e45e6ad79df1c1c132e81418c0ae1344d7e58c0089f2d953ea

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T13:45:49.724664Z digest=sha256:fe8d08b852cb6fec6a33af4fddb8bb6f3b86bc0c982c2ccfc9bbe41d60159058

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

Source-reported events for the cited work

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

Reference 77

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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 79

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

Reference 82

Resolution
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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 Unresolved cited work

Reference 2009

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

Reference 2019

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

Reference 2021

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

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

Reference 2024

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Pith citing papers

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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

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

PrepBench: How Far Are We from Natural-Language-Driven Data Preparation? cites this paper.

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

Reference 45

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