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Paper Citation Record · LEDGER

Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2403.08495.

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

pith.paper-citation-record.v1
2403.08495 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T15:49:33.575050Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T14:35:46.543924Z

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 9042a359-5297-4001-9110-61635ea0dae3 · inbound

AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments cites this paper.

AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-21T13:53:19.578467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-21T13:53:19.535482Z digest=sha256:f135c57fd8c3f59b740b794be975601e972af42f01bd4fdfc786f57a94920fa0

Observation c7e1337e-c53e-44ea-837d-afe219a09776 · inbound

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation cites this paper.

PIORS: Personalized Intelligent Outpatient Reception based on Large Language Model with Multi-Agents Medical Scenario Simulation Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-12T15:49:33.575050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T15:49:33.575050Z digest=sha256:83769dca3914cc3d3ccb74c0fe44efce31a3bf76232f1be99fca97d81d800d0f

Observation d21d1301-403a-4feb-91e8-c7fdb7632add · inbound

Critique of Impure Reason: Unveiling the reasoning behaviour of medical Large Language Models cites this paper.

Critique of Impure Reason: Unveiling the reasoning behaviour of medical Large Language Models Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-11T11:11:20.456418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:11:20.456418Z digest=sha256:9e20cc25c59d2701a6bf93d5788058ed65e13bc99e49471793776fa7b31b7461

Observation d8c18a0c-4895-4c34-a995-a8f007dab659 · inbound

Simulating Couple Conflict: Designing A Multi-Agent System for Therapy Training and Practice cites this paper.

Simulating Couple Conflict: Designing A Multi-Agent System for Therapy Training and Practice Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-16T14:17:59.035326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-16T14:17:16.712032Z digest=sha256:4bf6f8db7b462d02f136b50b88f4d4ba597fca3190f14f984093226e59066bf2

Observation 54fbcc43-d735-4b14-9074-a41e968a39e4 · inbound

A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid cites this paper.

A Patient Simulation Framework for Risk Assessment of Conversational Healthcare AI: Evaluation of an Antidepressant Decision Aid Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-03T00:13:33.323913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T00:13:33.323913Z digest=sha256:bf0728a8053f15c7b8d572f13c1e205d977046a70bf35d701a0458c0ab257838

Observation 556c7d36-2fb8-46e5-a2fd-ef59502454a9 · inbound

ClinConsensus: A Physician-Calibrated Benchmark for Evaluating Clinical Rubric Coverage in Chinese Medical LLMs cites this paper.

ClinConsensus: A Physician-Calibrated Benchmark for Evaluating Clinical Rubric Coverage in Chinese Medical LLMs Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-02T19:31:01.417962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:31:01.417962Z digest=sha256:b1a1d472cddf01a73fc930cd2103a851673a68b84ba4a92661820dcc8bac5628

Observation 22e5cc1c-7486-4586-b83f-aa4cd6e199b9 · inbound

MoBayes: A Modular Bayesian Framework for Separating Reasoning from Language in Conversational Clinical Decision Support cites this paper.

MoBayes: A Modular Bayesian Framework for Separating Reasoning from Language in Conversational Clinical Decision Support Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-11T13:01:18.616274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-10T02:28:31.223645Z digest=sha256:c1ab6b375e59fd4a870d50aebc975ace9eb428cc55a6063496ec2970b19478b9

Observation ba87b17b-1737-4f75-b970-325a9c0fd4d5 · inbound

MoBayes: A Modular Bayesian Framework for Separating Reasoning from Language in Conversational Clinical Decision Support cites this paper.

MoBayes: A Modular Bayesian Framework for Separating Reasoning from Language in Conversational Clinical Decision Support Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-20T23:53:51.473589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-20T23:52:49.750344Z digest=sha256:3739b292bec91b3e15bfcc7460c6389c118d8667add42489bb39a72ea12f224b

Observation adb3bac0-5307-40f4-a590-4f9b56acd803 · inbound

MoBayes: A Modular Bayesian Framework for Separating Reasoning from Language in Conversational Clinical Decision Support cites this paper.

MoBayes: A Modular Bayesian Framework for Separating Reasoning from Language in Conversational Clinical Decision Support Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

Reference 47

Resolution
unresolved
no resolver link, observed 2026-07-12T18:48:30.187936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T18:48:30.187936Z digest=sha256:ad9b38d8f9f630b07c8b8dab0c3d224bfa3091ac6a19eb3141f16ebbd8de4138

Observation cd28301e-23bf-4b76-8355-1c3339f21a30 · inbound

Active Evidence-Seeking and Diagnostic Reasoning in Large Language Models for Clinical Decision Support cites this paper.

Active Evidence-Seeking and Diagnostic Reasoning in Large Language Models for Clinical Decision Support Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-22T06:21:09.881520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T06:21:06.821499Z digest=sha256:dd03874eb6acdf6ee6bebf81feec2bae1d066d0201b51069ad0ebddb5c4ed4ee

Observation 895672b0-7b86-40e1-aa96-5cdece2ba5dc · inbound

Patients With Personality: Realistic Patient Simulation through Controlled Diversity and Selective Disclosure cites this paper.

Patients With Personality: Realistic Patient Simulation through Controlled Diversity and Selective Disclosure Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-07-01T14:35:46.545648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-30T21:15:29.879902Z digest=sha256:ab0e8d784ebad13097e455283541fc00d7c20647c510005d135e2d87a290e3d5

Observation 0d2480b1-1637-4574-9f25-f0f83cda72a8 · inbound

ResidencyRL: Reinforcement Learning in Simulated Clinical Environments cites this paper.

ResidencyRL: Reinforcement Learning in Simulated Clinical Environments Automatic Interactive Evaluation for Large Language Models with State Aware Patient Simulator

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-10T04:59:12.619999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T04:59:12.619999Z digest=sha256:24f10400a249f353a8ed5a7306b356243b3d78a44a5680a8ba4f0a6bcb606bc1