Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-16T12:15:13.993477Z
Paper Citation Record · LEDGER
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems
As of 11 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 3 inbound Pith citation observations for arXiv:2601.15161.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T07:43:31.569388Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
27 of 27 outbound references displayed
- verified exact0
- verified fuzzy13
- unresolved14
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 39d257bb-81df-416b-94ef-67d884a0c02f · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.942354Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 56b171ef-e298-492d-a964-2b2f3dc1379f · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.946776Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 95355d56-5d96-42e0-8ebe-de28af1e90cc · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.960908Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 25d2c07f-87a8-4726-bd3e-fc1c25c316d5 · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.944421Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f475507e-6ef5-4805-aa57-c1a9f179d5a9 · outbound
This paper cites intent”: “string.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems intent”: “string
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T12:22:52.993694Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation eb2be8f7-f2e1-4e46-93a5-4a8b2051f96b · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.976031Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9f0d9769-2233-47e0-a617-23e0a76486e2 · outbound
This paper cites synthesis.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems synthesis
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T12:22:52.981952Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1f4f3e0a-c675-4301-99c7-670efa91b62e · outbound
This paper cites evidence_sources.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems evidence_sources
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T12:22:52.972046Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3dd3d269-dc01-43d0-a80c-9ad5c764d190 · outbound
This paper cites synthesis.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems synthesis
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T12:22:52.991283Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b5a6994c-e9e9-47c3-b3b0-050f9749e32b · outbound
This paper cites ATOMIC FACT.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems ATOMIC FACT
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T12:22:52.964838Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 99b42564-0e1f-4d2c-ab71-9eb878b02bed · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.977872Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9f14dd4d-2a08-4e7d-bad4-a31ce6355970 · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.968405Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 277c1c4a-fe8c-4b0a-82db-25c72a232a94 · outbound
This paper cites If X, then Y.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems If X, then Y
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T12:22:52.970196Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2c74476d-9bd5-4873-afdc-96b6979682c3 · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.973977Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9406fa61-1684-465b-9b92-e22728dad813 · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.959052Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bd5e3008-fc7b-4137-8ee1-14e606db5eb0 · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.988701Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9bfa97e8-0fae-44a4-8efc-c2bf201d5cec · outbound
This paper cites relevant_positive_facts.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems relevant_positive_facts
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T12:22:52.962875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d35bb255-707d-4bff-8a64-44ea006b90a2 · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.983705Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a0261109-d8c2-454a-8384-bce4cd266a0b · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.985788Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 61b62f8e-ee1f-4d91-8de3-3268d4a08b5b · outbound
This paper cites user_persona.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems user_persona
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T12:22:52.966654Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 53b77851-8acc-4076-9554-c1107a31d4c8 · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.953135Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 31c2f9c4-a6ff-4270-b327-abe713b03458 · outbound
This paper cites CONSOLIDATION STRATEGY (Cluster & Enumerate): – Group related medical concepts into coherent evaluation criteria.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems CONSOLIDATION STRATEGY (Cluster & Enumerate): – Group related medical concepts into coherent evaluation criteria
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T12:22:52.979957Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f1ea6e7e-e1c0-452a-8396-723cfda75559 · outbound
This paper cites – High magnitude (−10to−8or8to10): safety-critical or accuracy-critical items.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems – High magnitude (−10to−8or8to10): safety-critical or accuracy-critical items
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T12:22:52.948959Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2a2bd9ad-e63c-4ee9-8f11-a2d75c099a7a · outbound
This paper cites Correctly identifies the recommended dosage of 500 mg.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Correctly identifies the recommended dosage of 500 mg
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T12:22:52.951099Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9523bd3c-d13b-4d81-9ec7-9de4852d60ec · outbound
This paper cites {user_query}.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems {user_query}
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T12:22:52.957248Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation de94ad6b-a929-4239-ab48-2add2f806f33 · outbound
This paper cites an unresolved cited work.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-05-16T12:22:52.995868Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 978af91c-f3cc-46d4-a524-d1453ff2aed9 · outbound
This paper cites rubrics”: [ { “criterion.
Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems rubrics”: [ { “criterion
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T12:22:52.955243Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Pith citing papers
Observation ea558101-6e05-421a-9543-d2c65522bd06 · inbound
MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation cites this paper.
MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T05:07:42.040673Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06ee9cf1-7695-493b-bb5d-11eacaead115 · inbound
MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation cites this paper.
MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T07:43:31.569388Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cdc478ff-a4e1-4d1f-9cea-c22ec7c08386 · inbound
The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy cites this paper.
The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T06:30:16.612345Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.