Paper Citation Record · LEDGER

Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge

As of 18 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2607.17230.

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

pith.paper-citation-record.v1
2607.17230 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T18:42:03.207082Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

12 of 12 outbound references displayed

verified exact0
verified fuzzy0
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 038639c6-6ce5-427f-93a8-184a156840d6 · outbound

This paper cites BeTraC: Beyond Transcription Challenge,.

Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge BeTraC: Beyond Transcription Challenge,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T18:42:01.611252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e8acb12-a731-4957-b1d3-2163a6c723c3 · outbound

This paper cites Voxtral.

Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge Voxtral

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T18:42:01.682549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e77fdc41-7d40-45f3-85f6-ddd7cfc2b247 · outbound

This paper cites Generating synthetic doctor-patient conversations for long-form audio summarization,.

Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge Generating synthetic doctor-patient conversations for long-form audio summarization,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T18:42:01.836637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f63e1464-3c33-4a64-8c0b-faaccf0d68f2 · outbound

This paper cites BeTraC 2026 — evaluation metrics,.

Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge BeTraC 2026 — evaluation metrics,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T18:42:01.993233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7480671-487b-4b67-b717-0b50aec758b8 · outbound

This paper cites Qwen2.5-Omni Technical Report.

Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge Qwen2.5-Omni Technical Report

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T18:42:02.154906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3482ab12-43e2-4b00-a5a7-8743252b722e · outbound

This paper cites MOSS-Audio technical report,.

Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge MOSS-Audio technical report,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T18:42:02.309748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2c28835-24d6-4c96-9d2d-8b2d5b8f96b6 · outbound

This paper cites SWIFT: A scalable lightweight infrastructure for fine-tuning,.

Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge SWIFT: A scalable lightweight infrastructure for fine-tuning,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T18:42:02.426535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d10158a-a0f8-471a-88b0-2610cabc4210 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T18:42:02.592572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6226ba04-3973-48f8-a098-3eddafbcdab1 · outbound

This paper cites DAPO: An open- source llm reinforcement learning system at scale,.

Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge DAPO: An open- source llm reinforcement learning system at scale,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T18:42:02.738732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eec8da6-c8a2-486f-ae73-60def7df968c · outbound

This paper cites Omni-R1: Do you really need audio to fine-tune your audio llm?,.

Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge Omni-R1: Do you really need audio to fine-tune your audio llm?,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T18:42:02.928442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e135eabb-8500-416a-9c5b-7cf0fd5e2d0a · outbound

This paper cites Exploring fine-tuning of large audio language models for spoken language understanding under limited speech data,.

Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge Exploring fine-tuning of large audio language models for spoken language understanding under limited speech data,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T18:42:03.062463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1e7e90e-7116-41f4-9c61-d85685406259 · outbound

This paper cites A dataset of simulated patient-physician medical interviews with a focus on respiratory cases,.

Robust Summarization of Doctor-Patient Conversations: TalTech Systems for the Beyond Transcription Challenge A dataset of simulated patient-physician medical interviews with a focus on respiratory cases,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T18:42:03.207082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.