Paper Citation Record · LEDGER

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization

As of 16 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 1 inbound Pith citation observation for arXiv:2603.00086.

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

pith.paper-citation-record.v1
2603.00086 v2

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-21T12:21:49.958681Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-21T12:21:49.958681Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-21T12:24:10.694263Z

Reference resolution

33 of 33 outbound references displayed

verified exact7
verified fuzzy19
unresolved5
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b7f35434-106d-4a6c-9f4f-f94b70aa15c3 · outbound

This paper cites In clinical interviews, ASR performance remains far below that observed in controlled dictation set- tings.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization In clinical interviews, ASR performance remains far below that observed in controlled dictation set- tings

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.493299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8c764223-cbe9-4060-81ad-9a023062cd2e · outbound

This paper cites Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-05-21T12:24:10.696111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 009faa8b-01a7-473a-a0a0-59b6af453ce3 · outbound

This paper cites an unresolved cited work.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-05-21T12:24:11.462995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b54ccceb-491d-496b-b223-6772768c6d6a · outbound

This paper cites an unresolved cited work.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-21T12:24:11.484814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8b865ed8-8751-4f25-a257-0c39461db942 · outbound

This paper cites an unresolved cited work.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-05-21T12:24:11.479708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dfbb3fd3-07ee-47b6-8fae-d13b5e1053d7 · outbound

This paper cites Expert in neurosurgical con- sultation analysis.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Expert in neurosurgical con- sultation analysis

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.504122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0284a6c6-2bf8-4c71-85dc-5808db7dcc89 · outbound

This paper cites an unresolved cited work.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Unresolved cited work

Reference 7

Resolution: malformed identifier; raw_fallback, observed 2026-05-21T12:24:11.515292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 607960be-8fbb-41dd-b9a3-7ddaea3c1815 · outbound

This paper cites Model selection Table 2 presents the comparative performance of three LLM candidates in both clinical datasets.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Model selection Table 2 presents the comparative performance of three LLM candidates in both clinical datasets

Reference 8

Resolution: malformed identifier; raw_fallback, observed 2026-05-21T12:24:11.518016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d165c37d-e489-4942-9ea7-a4024ea9095a · outbound

This paper cites an unresolved cited work.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-21T12:24:11.490644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 663433b0-61d5-44dc-a985-34b9c09de86b · outbound

This paper cites an unresolved cited work.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-05-21T12:24:11.487608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5dd53530-1a09-4b46-a99f-c636219058d2 · outbound

This paper cites Allocations de Recherche Doc- torale.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Allocations de Recherche Doc- torale

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.525179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e2523870-f92e-4ee2-9080-ef11c2c17ecc · outbound

This paper cites Transcription automatique des inter- actions verbales. limites observ ´ees et perspectives envisag ´ees `a partir d’un corpus de consultations m ´edicales.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Transcription automatique des inter- actions verbales. limites observ ´ees et perspectives envisag ´ees `a partir d’un corpus de consultations m ´edicales

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.512791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9ae5645f-9ee0-4251-9a8c-77efc3e3222d · outbound

This paper cites The digital scribe in clinical practice: a scop- ing review and research agenda.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization The digital scribe in clinical practice: a scop- ing review and research agenda

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.476474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation be9b9652-0f18-436b-b2b7-bb81c05f1530 · outbound

This paper cites Development of an asr sys- tem for medical conversations.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Development of an asr sys- tem for medical conversations

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.501420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9ef9430e-7034-4c43-ae0a-17363cbaf72f · outbound

This paper cites Context is all you need? low-resource conversational asr profits from context, coming from the same or from the other speaker.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Context is all you need? low-resource conversational asr profits from context, coming from the same or from the other speaker

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.496122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9531b894-e749-4932-8a82-9059c8b958bf · outbound

This paper cites Evaluation of asr systems for conversational speech: A linguistic perspective.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Evaluation of asr systems for conversational speech: A linguistic perspective

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.506736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dd39864e-b811-42ff-a57b-a22b42eea3e0 · outbound

This paper cites Opportunities and chal- lenges of automatic speech recognition systems for low-resource language speakers.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Opportunities and chal- lenges of automatic speech recognition systems for low-resource language speakers

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.498885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7f7cfa0e-5fbb-4d16-9b83-ea58a8fbf1f3 · outbound

This paper cites The Sound of Healthcare: Improving Medical Transcription ASR Accuracy with Large Language Models.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization The Sound of Healthcare: Improving Medical Transcription ASR Accuracy with Large Language Models

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-21T12:24:10.703989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 711701ae-0ad2-4bc8-b164-7e19626b6f54 · outbound

This paper cites Convention icor.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Convention icor

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.468635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b5522d0a-069d-4fe9-8dc9-a9fd493c9635 · outbound

This paper cites Whisperx: Time-accurate speech transcription of long-form audio.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Whisperx: Time-accurate speech transcription of long-form audio

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.473634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation de09f075-d05e-40f6-88bb-87b3f08dc5d7 · outbound

This paper cites Pyannote. audio: neural building blocks for speaker diarization.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Pyannote. audio: neural building blocks for speaker diarization

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.520640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dbfdb147-29b1-404d-a776-3878a7003dbe · outbound

This paper cites Qwen3 Technical Report.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Qwen3 Technical Report

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-05-21T12:24:10.689968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cb4cec9e-bc8f-4ed0-8a60-12f813999398 · outbound

This paper cites A review of depression and suicide risk assessment using speech analysis.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization A review of depression and suicide risk assessment using speech analysis

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.470742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e328363d-5cef-4f13-af50-283e6e5546f3 · outbound

This paper cites Acoustic and machine learning methods for speech-based suicide risk assessment: A systematic review.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Acoustic and machine learning methods for speech-based suicide risk assessment: A systematic review

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-21T12:24:10.708061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4778750a-35c3-432d-955a-cc28641efc23 · outbound

This paper cites Joint speech recognition and speaker diarization via sequence transduction.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Joint speech recognition and speaker diarization via sequence transduction

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.470998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bf46be63-02c2-4ec2-b04b-18a9d12888cc · outbound

This paper cites Automatic speech recognition performance for digital scribes: a performance comparison between general-purpose and special- ized models tuned for patient-clinician conversations.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Automatic speech recognition performance for digital scribes: a performance comparison between general-purpose and special- ized models tuned for patient-clinician conversations

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.460580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2676c616-0e11-4c48-a199-3ad4dada6344 · outbound

This paper cites Lexical speaker error cor- rection: Leveraging language models for speaker diarization error correction.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Lexical speaker error cor- rection: Leveraging language models for speaker diarization error correction

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.468105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e5bed6cf-175f-4b80-9e4d-e684b837070b · outbound

This paper cites AG-LSEC: Audio Grounded Lexical Speaker Error Correction.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization AG-LSEC: Audio Grounded Lexical Speaker Error Correction

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-21T12:24:10.699805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0a7b2bd6-77f9-405f-a6c9-948ff4228f07 · outbound

This paper cites Wilcoxon signed-rank test.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Wilcoxon signed-rank test

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.482256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0c83e0e1-955f-4c0e-bae5-f6f2e04835e5 · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-05-21T12:24:10.705268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6150614c-2bc9-43c3-be0d-f185169b8d27 · outbound

This paper cites Large lan- guage models encode clinical knowledge.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Large lan- guage models encode clinical knowledge

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.522881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a0c53384-9cc2-4886-95c2-54e040f3730b · outbound

This paper cites Calibrate before use: Improving few-shot performance of language mod- els.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization Calibrate before use: Improving few-shot performance of language mod- els

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T12:24:11.509698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f48ff4cc-4916-4dea-a82b-f364487604db · outbound

This paper cites LLM-based speaker diarization correction: A generalizable approach.

Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization LLM-based speaker diarization correction: A generalizable approach

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-21T12:24:10.712041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation 8c764223-cbe9-4060-81ad-9a023062cd2e · inbound