Paper Citation Record · LEDGER

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization

As of 9 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 2 inbound Pith citation observations for arXiv:2506.00448.

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

pith.paper-citation-record.v1
2506.00448 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:09:17.302911Z

measured 33 of 33 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 2026-08-07T12:09:14.598752Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T05:29:23.508736Z

Reference resolution

31 of 31 outbound references displayed

verified exact1
verified fuzzy19
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 968a28fe-e98e-4565-899a-a533e80de5af · outbound

This paper cites hallucination.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization hallucination

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:21.389977Z

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.

Observation 19fcb6b4-54ef-44ac-ba6b-4d4070a89b5f · outbound

This paper cites Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:14.598752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9c37f0d-585a-4e6a-8bfe-931cda1edf55 · outbound

This paper cites Patient is a 35-year-old male with hypertension.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Patient is a 35-year-old male with hypertension

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:21.240302Z

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.

Observation bb915012-0a29-4284-9c6b-939640f410f2 · outbound

This paper cites Baseline Methods Our goal is to identify metrics that reliably quantify halluci- nations in clinical text summaries.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Baseline Methods Our goal is to identify metrics that reliably quantify halluci- nations in clinical text summaries

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:21.091744Z

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.

Observation f6e3d2d9-905b-40c2-9086-e6c55ba1981b · outbound

This paper cites This approach makes it tractable to generate domain specific evaluation data when nat- ural hallucinations are difficult to find in large numbers.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization This approach makes it tractable to generate domain specific evaluation data when nat- ural hallucinations are difficult to find in large numbers

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:20.753454Z

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.

Observation 3df59b0f-8060-496c-a360-0ee0cdf5bcbb · outbound

This paper cites Addi- tionally, our research focuses solely on SOAP notes, excluding other clinical documents like discharge summaries or progress reports.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Addi- tionally, our research focuses solely on SOAP notes, excluding other clinical documents like discharge summaries or progress reports

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:20.520263Z

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.

Observation 447a659f-8114-4eb5-b16b-3173007e9ccb · outbound

This paper cites Evaluating the Factual Consistency of Abstractive Text Summarization.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Evaluating the Factual Consistency of Abstractive Text Summarization

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:15.639581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad67d828-5a85-46e8-b5c5-d8f3230cd065 · outbound

This paper cites Measurement of clinical documentation bur- den among physicians and nurses using electronic health records: a scoping review,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Measurement of clinical documentation bur- den among physicians and nurses using electronic health records: a scoping review,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:20.338903Z

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.

Observation dde4de8a-3a0c-4d79-ad93-b72f5d9e0152 · outbound

This paper cites Challenges of developing a digital scribe to reduce clinical documentation burden,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Challenges of developing a digital scribe to reduce clinical documentation burden,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:20.149873Z

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.

Observation 63d31559-d662-4693-a538-273b136d7e9e · outbound

This paper cites Association of electronic health record design and use factors with clinician stress and burnout,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Association of electronic health record design and use factors with clinician stress and burnout,

Reference 10

Resolution: verified exact; raw_fallback, observed 2026-08-07T12:09:17.879163Z

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.

Observation 2e1109c6-e24e-4a49-bc57-6a045729e22b · outbound

This paper cites Rouge: A package for automatic evaluation of sum- maries,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Rouge: A package for automatic evaluation of sum- maries,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:19.940333Z

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.

Observation c0a27876-1d25-4a7e-b182-31a08d08b85f · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Bleu: a method for automatic evaluation of machine translation,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:19.712657Z

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.

Observation ef040a6a-2157-4d13-bbf0-177bc17eecdc · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization BERTScore: Evaluating Text Generation with BERT

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:15.527052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 357d57c2-5ada-4c4d-ae37-53dee12d9022 · outbound

This paper cites FENICE: Factuality Evaluation of summarization based on Natural language Inference and Claim Extraction.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization FENICE: Factuality Evaluation of summarization based on Natural language Inference and Claim Extraction

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:16.257756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1aa57fb8-ec71-4e62-92de-43b836ffe14f · outbound

This paper cites Summac: Re-visiting nli-based models for inconsistency detection in sum- marization,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Summac: Re-visiting nli-based models for inconsistency detection in sum- marization,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:19.535722Z

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.

Observation 865c951b-7dcc-4a02-afab-c3d875b951e4 · outbound

This paper cites AlignScore: Evaluating Factual Consistency with a Unified Alignment Function.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization AlignScore: Evaluating Factual Consistency with a Unified Alignment Function

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:15.808371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce45beb1-19b9-4322-b7a2-8bbc41e63008 · outbound

This paper cites FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive Summarization.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive Summarization

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:15.898814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90756d3e-2eaa-4f3a-8e4e-27b759210a16 · outbound

This paper cites QuestEval: Summarization Asks for Fact-based Evaluation.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization QuestEval: Summarization Asks for Fact-based Evaluation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:15.973700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ab2c551-d102-4cef-a2d8-d2bd0d453764 · outbound

This paper cites $Q^{2}$: Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization $Q^{2}$: Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:16.083963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6f46dad-8042-465f-b77d-eccc3c78967a · outbound

This paper cites Infolm: A new metric to evaluate summarization & data2text generation,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Infolm: A new metric to evaluate summarization & data2text generation,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:19.388148Z

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.

Observation b6a4df57-23d7-4503-a82c-85f84d41af05 · outbound

This paper cites On Faithfulness and Factuality in Abstractive Summarization.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization On Faithfulness and Factuality in Abstractive Summarization

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:17.023663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 197bd267-6524-4209-99ba-f54ef15eaf90 · outbound

This paper cites Doclens: Multi-aspect fine-grained medical text evaluation,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Doclens: Multi-aspect fine-grained medical text evaluation,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:19.170050Z

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.

Observation 209c9ece-b5e8-44ef-b505-a480e195bfd2 · outbound

This paper cites While BioBERT offers domain- specific understanding, MiniLM provides comparable perfor- mance with faster inference and a smaller memory footprint.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization While BioBERT offers domain- specific understanding, MiniLM provides comparable perfor- mance with faster inference and a smaller memory footprint

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:20.900275Z

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.

Observation 03bf72c8-7e9b-42d7-bbe2-2f316630a132 · outbound

This paper cites Aci-bench: a novel ambient clinical intelligence dataset for benchmarking automatic visit note generation,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Aci-bench: a novel ambient clinical intelligence dataset for benchmarking automatic visit note generation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:18.943159Z

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.

Observation 1e5ecf57-0931-4601-aa6b-2a12bd63b709 · outbound

This paper cites Soap notes.[updated 2023 aug 28],.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Soap notes.[updated 2023 aug 28],

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:18.756686Z

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.

Observation 65ffb8f6-6d4c-4cc0-9633-d34e5a1bcadb · outbound

This paper cites Claude Sonnet 3.5,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Claude Sonnet 3.5,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:18.553192Z

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.

Observation 81ee66e6-52a6-497f-a122-19b4a9c77ff1 · outbound

This paper cites Mistral Large,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Mistral Large,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:18.378601Z

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.

Observation c35abd8d-fe8d-4082-a507-fb255f93f10d · outbound

This paper cites The Llama 3 Herd of Models.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization The Llama 3 Herd of Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:16.911614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc63d38f-111b-4806-ad16-838d720b3201 · outbound

This paper cites Minilm: Deep self-attention distillation for task-agnostic com- pression of pre-trained transformers,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Minilm: Deep self-attention distillation for task-agnostic com- pression of pre-trained transformers,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:18.216018Z

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.

Observation 086555e9-169f-4864-a840-d3fc57c97fa2 · outbound

This paper cites Biobert: a pre-trained biomedical language representation model for biomedical text mining,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Biobert: a pre-trained biomedical language representation model for biomedical text mining,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:09:18.091343Z

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.

Observation a659dff8-cbe2-4fd1-a39f-a46ca5d7a378 · outbound

This paper cites spaCy: Industrial-strength Natural Language Processing in Python,.

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization spaCy: Industrial-strength Natural Language Processing in Python,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:17.302911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 19fcb6b4-54ef-44ac-ba6b-4d4070a89b5f · inbound