Paper Citation Record · LEDGER

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs

As of 6 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2605.04180.

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

pith.paper-citation-record.v1
2605.04180 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T17:43:52.309129Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

33 of 33 outbound references displayed

verified exact7
verified fuzzy19
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c78a31ee-5d02-4f36-8500-db50cfa118f8 · outbound

This paper cites In: Findings of the Association for Computational Linguistics: EMNLP 2023.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs In: Findings of the Association for Computational Linguistics: EMNLP 2023

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.338023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f329774c-c2e6-45ac-9924-abdfd2dab434 · outbound

This paper cites CIKM ’23, Association for Computing Machinery (2023) 12 Tung Sum Thomas et al.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs CIKM ’23, Association for Computing Machinery (2023) 12 Tung Sum Thomas et al

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.326524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3b4e4d40-ed37-4a90-9175-951dc640de23 · outbound

This paper cites In: ICML’ 24.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs In: ICML’ 24

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.253561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 27922c5f-915f-470c-a05c-2fad4597c0a6 · outbound

This paper cites an unresolved cited work.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-26T06:56:53.323056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1dd3cbc4-38ba-4c24-b5d1-82c3549647fc · outbound

This paper cites AAAI’25/IAAI’25/EAAI’25.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs AAAI’25/IAAI’25/EAAI’25

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.334224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c138aebb-821c-4652-88b5-4c584368ef7b · outbound

This paper cites In: EMNLP ’20 (2020).

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs In: EMNLP ’20 (2020)

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.257704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9eaaf739-64ac-43a2-aefc-2e093e5ce26d · outbound

This paper cites an unresolved cited work.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-26T06:56:53.316472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ca0790bc-8656-4e33-bd11-eca1236c3487 · outbound

This paper cites ACM Trans.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs ACM Trans

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.265914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ffe89348-299b-4350-80f6-2f696bae86b1 · outbound

This paper cites The Factual Inconsistency Problem in Abstractive Text Summarization: A Survey.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs The Factual Inconsistency Problem in Abstractive Text Summarization: A Survey

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:16:09.083519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 50e2f7b6-0dae-40b8-a4f5-82380c3c541c · outbound

This paper cites Retrieving Supporting Evidence for LLMs Generated Answers.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs Retrieving Supporting Evidence for LLMs Generated Answers

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:16:09.190344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0e41c4c9-f331-4f66-b1ce-16079831d5c2 · outbound

This paper cites What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T17:16:09.174867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7fbf7ce8-7956-4df8-b0d4-81ce6ff422e1 · outbound

This paper cites In: ACL ’23’ (2023).

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs In: ACL ’23’ (2023)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.262716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2e31de31-96ee-4a56-9750-efcbdbce7c09 · outbound

This paper cites an unresolved cited work.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-26T06:56:53.313183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 42da4d4c-af9a-42e3-b04f-44888f1fb992 · outbound

This paper cites medRxiv (2025).

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs medRxiv (2025)

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.319878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6191c488-7361-4926-8fc6-9b8f2ef77bb3 · outbound

This paper cites In: ICML’ 23 (2023).

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs In: ICML’ 23 (2023)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.343470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 21618748-cac1-42d4-a4d2-a45a14f2b982 · outbound

This paper cites LLMs Get Lost In Multi-Turn Conversation.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs LLMs Get Lost In Multi-Turn Conversation

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-14T01:11:09.632438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 57738969-547f-4f25-b88b-ebb991e2eb52 · outbound

This paper cites In: EMNLP’ 23 (2023).

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs In: EMNLP’ 23 (2023)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.307934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f817ce22-8e20-43c3-b2d8-1f5ce9eda04b · outbound

This paper cites Cureus (2023).

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs Cureus (2023)

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.297898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b6f6a2e6-1549-48a5-a07b-f75f365b450e · outbound

This paper cites In: Proceed- ings of the ACL Workshop: Text Summarization Braches Out 2004 (2004).

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs In: Proceed- ings of the ACL Workshop: Text Summarization Braches Out 2004 (2004)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.294288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f1ac268a-1289-4b79-b48e-c415bd0bddda · outbound

This paper cites In: ACL’ 22 (2022).

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs In: ACL’ 22 (2022)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.281838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 78b69395-0e32-4c55-a3a4-dee747576d0e · outbound

This paper cites In: NAACL’ 25 (2025).

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs In: NAACL’ 25 (2025)

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.350675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bd582bf1-7520-4490-9418-cb952fe3128f · outbound

This paper cites In: EMNLP’ 23 (Dec 2023).

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs In: EMNLP’ 23 (Dec 2023)

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.346821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f4503f55-adc4-4bd6-b8cc-49f8c295f768 · outbound

This paper cites an unresolved cited work.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-05-26T06:56:53.354237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4c2e2691-2469-4fb0-9864-6542c12cdc31 · outbound

This paper cites an unresolved cited work.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-05-26T06:56:53.285730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 751ecb5b-1029-45c3-8d75-b48fa52abb4a · outbound

This paper cites In: CHIL’ 22 (2022).

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs In: CHIL’ 22 (2022)

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.302115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 06e5b3d5-9229-4209-a70e-f0eed967cf71 · outbound

This paper cites In: CoNLL ’23’ (2023).

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs In: CoNLL ’23’ (2023)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.269299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 295b594b-b464-405b-8c1c-008ef334c8d9 · outbound

This paper cites In: ICML’ 205 (2025).

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs In: ICML’ 205 (2025)

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.274510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 98c356bb-ac41-4c5b-b730-dfa05d2da826 · outbound

This paper cites MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs MedHallu: A Comprehensive Benchmark for Detecting Medical Hallucinations in Large Language Models

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:16:09.093897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 71b9198d-c75d-447e-82cc-ca0057f2a039 · outbound

This paper cites Large Language Models Encode Clinical Knowledge.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs Large Language Models Encode Clinical Knowledge

Reference 29

Resolution: metadata mismatch; doi, observed 2026-05-08T19:54:05.826024Z

Source-reported events for the cited work

correction dated 2023-07-27. Source: crossref record 10.1038/s41586-023-06455-0->10.1038/s41586-023-06291-2:correction, observed 2026-07-11T03:08:19.417011+00:00. This notice travels one citation hop only.

Observation 2d69e14d-42dc-46c5-be18-32468e1e15b7 · outbound

This paper cites IEEE Trans.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs IEEE Trans

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T06:56:53.289094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 567727f6-afad-4704-8a32-46abc8c665f6 · outbound

This paper cites Trust- judge: Inconsistencies of LLM-as-a-judge and how to alleviate them.arXiv preprint arXiv:2509.21117,.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs Trust- judge: Inconsistencies of LLM-as-a-judge and how to alleviate them.arXiv preprint arXiv:2509.21117,

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:16:09.140028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 155f92e4-1b24-43d2-8b59-d995e276d263 · outbound

This paper cites Self-Play Preference Optimization for Language Model Alignment.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs Self-Play Preference Optimization for Language Model Alignment

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:16:09.159342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6418d3e1-5b7c-4b76-a3c3-bd3f6298b945 · outbound

This paper cites KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual Checking.

MedFabric and EtHER: A Data-Centric Framework for Word-Level Fabrication Generation and Detection in Medical LLMs KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual Checking

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:16:09.077624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

No inbound Pith citation observations are available.