Pith. sign in

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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.385319Z digest=sha256:584560c5b6a7a5c7d14a19baf00eecf6c4f75988265c3d8fb8d5950219ad0e82

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.389934Z digest=sha256:573d990ff84020d84d7a9c7d6d261b50582d02b77b457f4865aad1ab3e78fff6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.394525Z digest=sha256:361fe865e4859536f8aa77c15c60922144826d167ebfbd7a9bb4a5176e7870eb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.398742Z digest=sha256:18a8980b7f0ccdf8728ea6f34ffd3e170db8171e1a1ea0f80ff4366b62833efd

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.408528Z digest=sha256:3c7a10c4585fa14b97df37b8590a7101995453a0067609af4f45814a1dd4f76f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.413483Z digest=sha256:122872a61cf5746b73b85221593e578f532f3382b92f329c9f77a7c1d3a13924

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.423630Z digest=sha256:69ec64a5da517fa60ec18cfa15f91fbbb8e9d595eda18d5e519f6a3bc618be3a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.428201Z digest=sha256:eeee3784b7a77dac854d2f920b647f1ab710eba30dff8e0e2e7cafe5d0e8ad07

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.432781Z digest=sha256:5fccd889a221dbbb473ebdaafa070f66b405c06c4585873b10750902bb0dc2a4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.437235Z digest=sha256:2bf36fb5321e3063ea1ee181700a49bf9f05f1d2fd0393793bc0d7ac827df2a5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.441537Z digest=sha256:b0533331ce97f960e698bb06103e5b0d813460dadb8322914f5abf9836af1548

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.445965Z digest=sha256:63ed981266d68c28a4b7797e99f6a4d39667c6162de4e585ec62fbf4316d8696

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.450633Z digest=sha256:6467696d851be11b14fdbfdaccbb670cb3b19bf48eb353e741110b9a80b7e122

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.455197Z digest=sha256:8896be5ad0b4ea4c07057cc683d0289119614e144eaa3d217277beddbe119259

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.468432Z digest=sha256:feed38d4b746d472f01204ab0a1775acf2cd3c06c0407c26ddbd1f6fc7dd759d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.472596Z digest=sha256:0a1204f7409b715c101016e63dbe6a39c6778ba82f907cfcb3ec26570bf4352e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.477047Z digest=sha256:86ed9e9f65fca74893f7d8205a66d34f97e870034b337db044251679ede0d5cb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.482044Z digest=sha256:24f23d497c6ab387fe2bbccd67612701b10c217fad3e3f91ec0fa621dd36f55c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.496445Z digest=sha256:9519179d8b1ff43d0e876ec6ea78cf57fd97dfe6021ce14ca8d0abed12d46f0a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.505333Z digest=sha256:d3f4990ded76d211d718a0cd2457177fae99dfc51a251c7c41133926e7906b9c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.509848Z digest=sha256:f3961f299746daa0497b59d686b2347220626d1aafe69979ba223687d630484b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.514187Z digest=sha256:407fbe1b038684ede12c0dd8276e6d64273fbef42591562bfa81fc4564aff788

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.523689Z digest=sha256:0e3859793200c9cdc25efa45876fb49d477c2f995e335807bc053fdbcb1309c9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.528379Z digest=sha256:9a0244ba657303b61e91636db419d4858b931cac5cf1bb6a2e213d33064f84eb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.541924Z digest=sha256:c7ddd817b82580b3c97437ed758c548b617eba2b17c8d72637c05f56116c9075

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.546190Z digest=sha256:74980d1df1b88c616fe57d08b0b6ca4113321f62b872ff672deb66f83a355b35

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.550536Z digest=sha256:5ac1a4ae19f4fdf895b7d74a023383e1528ba6ef53adf7bf16e521c1cedc2ace

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.554770Z digest=sha256:478bf54baca9bcb2e9ec01b24e5d6f0b623a7fe22519eadd43f78fa008b935c9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.559279Z digest=sha256:0c580bd93f3a07afb636146d40734aaccac12f51ea70b111e3788ec5b1303323

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.567722Z digest=sha256:857353578337826b0698fe63177840ac67e61f1090fabc02a5c02a9f826a7fc5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.571845Z digest=sha256:9963602b450fae19545429be77099dddc19f40f7bbd91e371a58bdd4742b83a5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.576220Z digest=sha256:f9a822d4b19adb890e32e69bf703bdce7aaadfe8abe6f0ec7416a98b6c2d331a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.580404Z digest=sha256:a6cd8d89392bfd9b505a9f135658cf90dfc1eea4257cd3c0ee022cc43ab1c57d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.584410Z digest=sha256:2f8e596e1bfb4f3abdf52645e1b6bc4b407b1e3f9729d020d198484d8d46e40e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.593888Z digest=sha256:03864713ce828d4635832af92d097800f6b9bb64cb8dd6aebf2977b9addbb147

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.598080Z digest=sha256:0e2b48aa9067e142717deb8f6103f732fdbaba47c35f704b7c239a0d1f44054f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.606832Z digest=sha256:308aa54f32928f5701f4176ab740d04ac72fc4b3590a4000f57765985a930646

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.611179Z digest=sha256:eef32361281e36a01fb5c07c5949275a9aa58cb9ef8d824f1788e45fb16d1aea

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.615602Z digest=sha256:77c5a9b8341b8d8251e0961f96a5ca304e8da32d54677e50a9c4e641c3ddddbf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.619978Z digest=sha256:5a9bf76b7552d8e5b1e3e26c99d2df64f6ded636c73b71f1e7044a2b648d6475

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.624516Z digest=sha256:05bc595980a39e53451fa0bf98dea4319b20f3c77ff7cf59a78b63dc32e6aeac

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.629057Z digest=sha256:48b825b803ec2449642d6206738f98aa638e7e6b001953b2ba935f30f26e0f1e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.633512Z digest=sha256:59a0df0dc74940573b3e608989e223f29e70c53c13e87dfaa88f4d3eb457eca3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.646676Z digest=sha256:23df1b7a0e4cda01d77fd7b3ac85ec35cbfb95f85c87d69647a726a3370111e4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.656120Z digest=sha256:d88eb69910e81ecf8ce2fff744fb14feb158f3f81de7453970eb34184b125fa5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.660451Z digest=sha256:bfab01a5ae6e16ae2539a9afaf61768abdb3a9314a520309e68198966d52d2bf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.665300Z digest=sha256:e3067bf291574ef4de38f542e969cd155912a2e7854bced00a4f4d4cdb38adc5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.669788Z digest=sha256:0742c7b1c497f99a1e1eb36b895a2763153e5b99179c9aed014a577012a829db

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.678671Z digest=sha256:c3f5ed1f509b95695bf5192fbae822190c36ad53df0cc788d64ce13d6821fc3f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.687829Z digest=sha256:03c7630a9058e95d53ab7de3ebf1ab466070b6513162363ac56268ef98caa1c3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.692453Z digest=sha256:9f8c4377be4ea178bdeb1835ab6feecbe4ae9b8d122457ee7267eeafd9427cac

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.674407Z digest=sha256:6eb1a5d7ce951fe06c76202b47c968083519602352807cc0c76b4bf82323d639

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.715797Z digest=sha256:398c788e421572e62d96c1e48e3e6b88b602cdaf761f69e71c1a395760f17129

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.696938Z digest=sha256:174d07bb9971386b297f739407975942414599bad2bd110c1e68926571721636

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

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.729391Z digest=sha256:a0f5fdf17d6c28687024d659024d62780efa20134819ecd05e46410e985db5e9

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.

source=pdf_text observed=2026-08-08T13:45:49.738946Z digest=sha256:39e583e4c6f3ce925d6def25c736b871fb72dec9f9f7a6acfc891617d7e44931

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.720242Z digest=sha256:d1b6784207574fd89ecc37cd816e96a0707e7e8e70cfe200ca5eb0efc034ec2b

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.

source=pdf_text observed=2026-08-08T13:45:49.733931Z digest=sha256:91ec26256f38d1a32c4461d5ce4cd5114483e48404c501e2384d49ed9229001d

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

This paper cites an unresolved cited work.

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

Reference 2009

Resolution
verified exact
doi, observed 2026-08-08T13:45:49.823325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.370989Z digest=sha256:b5f495894beb8c02e8b23699d7dfc65bbaaf3b8df5afcbb874d3bd115dde574f

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.642418Z digest=sha256:475cad325063c76863bb60c471e25c133bee0fc8e01fd3d6054c5b6c9b2fb7d2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.500948Z digest=sha256:975068397218ab9b7ef588c824f1d04518871ecc2c5f6daa9e243fddacb5f0ef

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T13:45:49.537533Z digest=sha256:347aa9c769a9dafd5fad18ff80b54a317b81cb947749c4ccb8fec415b8658ba0

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.

source=pdf_text observed=2026-08-07T14:05:39.856235Z digest=sha256:2f23f96e3a4c4b7a444392043523e59448273b9805d3eafe7d9c061e5129b2ef

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

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-12T01:01:40.043634Z digest=sha256:4a3414a973a077106f4a2d4c8acc19f520bdbb5f23a08ad54d00facc45f12e54