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Paper Citation Record · LEDGER

An Automatic Evaluation Framework for Multi-turn Medical Consultations Capabilities of Large Language Models

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2309.02077.

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

pith.paper-citation-record.v1
2309.02077 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:04:26.252447Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T08:36:26.200384Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation ec6c66c8-414b-4f79-ade6-dd1f91edc147 · inbound

Can You Trust LLM Judgments? Reliability of LLM-as-a-Judge cites this paper.

Can You Trust LLM Judgments? Reliability of LLM-as-a-Judge An Automatic Evaluation Framework for Multi-turn Medical Consultations Capabilities of Large Language Models

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-11T14:04:26.252447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T14:04:26.252447Z digest=sha256:b97828a814160947b9fce6908250157fe2be6cfe8d0d10f6c7372fa29970702d

Observation 64a25829-9479-42dd-bc6f-17829ba377d9 · inbound

A Novel Evaluation Benchmark for Medical LLMs: Illuminating Safety and Effectiveness in Clinical Domains cites this paper.

A Novel Evaluation Benchmark for Medical LLMs: Illuminating Safety and Effectiveness in Clinical Domains An Automatic Evaluation Framework for Multi-turn Medical Consultations Capabilities of Large Language Models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T10:46:10.489111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:46:10.489111Z digest=sha256:fc13eaa7262a7816be7e42c871b92ebe1659b197c2cde3b3a8aa8b3acbf1fbe3

Observation d21db1a7-bad3-43bb-82c8-1ed886ef77a6 · inbound

Human-LLM Dialogue Improves Diagnostic Accuracy in Emergency Care cites this paper.

Human-LLM Dialogue Improves Diagnostic Accuracy in Emergency Care An Automatic Evaluation Framework for Multi-turn Medical Consultations Capabilities of Large Language Models

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-12T08:36:26.203113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-12T00:54:19.124352Z digest=sha256:826e7cf83310ed450862e679be4024b648db3998e3c33ca736beb213707ae7cd

Observation 180ab5ec-4fe7-4dc6-bbe8-e90e84f7a573 · 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 An Automatic Evaluation Framework for Multi-turn Medical Consultations Capabilities of Large Language Models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-07-13T05:07:42.040673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T05:07:42.040673Z digest=sha256:fec591ad5357e47ddac01ab4630602c4dac9e26f5844ecb3b4f806c5f08e1ea3

Observation e3f088dc-644e-4366-b52e-6ba78e64699b · 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 An Automatic Evaluation Framework for Multi-turn Medical Consultations Capabilities of Large Language Models

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-02T07:43:28.746413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:43:28.746413Z digest=sha256:bfb493a03196e12f6c93c243b3fefc99272fe14ae3d1f6d7800c23a711d08616