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Paper Citation Record · LEDGER

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

As of 22 July 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 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 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-22T06:31:00.163083+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T05:07:42.040673Z

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 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 2026-07-22T06:31:00.163083+00:00.

source=pdf_text observed=2026-05-12T00:54:19.124352Z digest=sha256:b563ac1116e41b9c37d939ebf851b0f855096e582f59e3725b8ac52d617c5acb

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:c57531863c0d452c8970dedfab678e308a82c4f419b6e475b1b4577d3b44c509