ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education | Paper Citation Record

Observation 773284e7-e69d-4d8c-b136-0208043b53c3 · outbound

This paper cites 20 MedTutor-R1: Socratic Personalized Medical Teaching with Multi-Agent Simulation.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education 20 MedTutor-R1: Socratic Personalized Medical Teaching with Multi-Agent Simulation

Reference 1

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Observation aa1244c4-1417-419d-830b-4680d70ee2cd · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.842171Z

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Observation 576c2399-211f-4be3-aae7-5edbf2cfcc81 · outbound

This paper cites Output Format Requirements: Your final output must be a single, well-formatted JSON array.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Output Format Requirements: Your final output must be a single, well-formatted JSON array

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.844326Z

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Observation b9a4ef68-e279-4b51-9d2d-5b6f9a2c56cf · outbound

This paper cites Avoid trivial, redundant, or irrelevant side-steps.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Avoid trivial, redundant, or irrelevant side-steps

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.860025Z

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Observation de54b1c2-5805-434b-b190-c74302ad2ed9 · outbound

This paper cites original_qa.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education original_qa

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.861901Z

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Observation 96284a1a-3757-4743-9348-d5f8214879dc · outbound

This paper cites This allows the system to identify and potentially apply this behavioral pattern to other similar characters when handling special cases that come with pre-defined patient info.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education This allows the system to identify and potentially apply this behavioral pattern to other similar characters when handling special cases that come with pre-defined patient info

Reference 6

Resolution: malformed identifier; no resolver link, observed 2026-08-03T18:24:53.884503Z

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Observation 576080cb-fb8d-4e7b-b9ef-bfdb72177aca · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.846850Z

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Observation 10a2f607-c864-47cd-b308-23a9f9404c07 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.848973Z

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Observation 6ff12a68-1508-4ec8-a240-458dc9b6f311 · outbound

This paper cites If the step is a general reasoning question not tied to a specific image, this value must be null.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education If the step is a general reasoning question not tied to a specific image, this value must be null

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.851273Z

Source-reported events for the cited work

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Observation 72d3ec7a-dc93-48a5-a9c8-e6c8f259656b · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.853480Z

Source-reported events for the cited work

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Observation bf9be901-d1ee-4693-8840-21aebc244041 · outbound

This paper cites Furthermore, you MUST populate the associated image id field with the correct image ID for that step.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Furthermore, you MUST populate the associated image id field with the correct image ID for that step

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.855530Z

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Observation 6b335ff2-bc77-483b-88de-f9f25125faad · outbound

This paper cites Think of this as a guiding framework for the flow of thought, not a rigid, fixed-step template.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Think of this as a guiding framework for the flow of thought, not a rigid, fixed-step template

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.857507Z

Source-reported events for the cited work

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Observation a7015921-0d38-4658-8fb0-372a4488d7ca · outbound

This paper cites If it contains explicit demographic information (e.g., ”A 62-year- old woman...”), you MUST extract this information and place it in the metadata.demographics field in your output.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education If it contains explicit demographic information (e.g., ”A 62-year- old woman...”), you MUST extract this information and place it in the metadata.demographics field in your output

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.864298Z

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Observation caf10c7b-0691-44d3-b15f-eb7a08d1d332 · outbound

This paper cites Imagine you are the patient telling your story.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Imagine you are the patient telling your story

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.866432Z

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Observation 10fd3a7b-eb75-4ef2-9faf-b8b3ba2f7afa · outbound

This paper cites Use everyday language, analogies, and emotional expressions.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Use everyday language, analogies, and emotional expressions

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.868285Z

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Observation 422e19d0-9963-4289-907c-5e99cff89d96 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.870102Z

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Observation 89bf5c9f-a850-474f-a4c6-40687a37b614 · outbound

This paper cites persona_id.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education persona_id

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.872411Z

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Observation 2d45318f-8bd7-486a-ae31-4a9352b03601 · outbound

This paper cites The chosen English name must match the gender.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education The chosen English name must match the gender

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.874545Z

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Observation 9be8624a-aa73-4b38-a8ca-b9e647df33d1 · outbound

This paper cites Avoid repetition.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Avoid repetition

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.876622Z

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Observation ba3cd009-512b-4f2d-98fd-13bd8e150c6b · outbound

This paper cites For example, a Retired Teacher should likely have an education level of University.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education For example, a Retired Teacher should likely have an education level of University

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.878830Z

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Observation 8eb6b263-1323-4876-8f53-6ebc61842ed3 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.880583Z

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Observation af205bf2-e619-4687-9efb-0d5c73d29218 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.882392Z

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Observation 21b1cd5b-e7e6-4648-8503-ccb343d0c3e7 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.886903Z

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Observation bc291671-e8b3-41a9-9616-97efa6b15d83 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.889204Z

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Observation 5118c531-c02a-47cd-a37f-33167ca98bbf · outbound

This paper cites response.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education response

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.891480Z

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Observation 5804524d-519f-4b73-bd0c-21e7ae3ad19d · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.893927Z

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Observation d9ced2aa-0717-4694-83d6-2f7362c68b15 · outbound

This paper cites Overall Level.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Overall Level

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.895748Z

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Observation 15fe5a76-7430-44d5-ab1d-207eae0cfc8b · outbound

This paper cites Their knowledge is isolated and textbook-based, lacking the experience to connect concepts from different disciplines (e.g., anatomy, physiology, pharmacology).

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Their knowledge is isolated and textbook-based, lacking the experience to connect concepts from different disciplines (e.g., anatomy, physiology, pharmacology)

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.897523Z

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Observation 3d761d0e-98f4-4f0d-9ea1-0c64b9ff4bfc · outbound

This paper cites They can begin to connect knowledge points and can propose initial differential diagnoses based on a chief complaint.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education They can begin to connect knowledge points and can propose initial differential diagnoses based on a chief complaint

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.899406Z

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Observation 9f59340c-b89c-438f-95de-5c219c836936 · outbound

This paper cites Their knowledge base has formed a network, and they can independently and systematically complete the diagnostic process for most common diseases.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Their knowledge base has formed a network, and they can independently and systematically complete the diagnostic process for most common diseases

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.901318Z

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Observation b4089270-bae1-4903-a340-f3618c4d445f · outbound

This paper cites They can answer questions about theory fluently.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education They can answer questions about theory fluently

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.903624Z

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Observation 1fd75d22-ef03-40d0-9c5d-bec42c0677d7 · outbound

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ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.905545Z

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Observation 51d6a7c8-e69f-4e49-a7be-bf15eb4bc9bb · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.907493Z

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Observation 271a6772-1050-4c13-ad88-644f817817c0 · outbound

This paper cites Potential Weaknesses:.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Potential Weaknesses:

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.909329Z

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Observation 803e9031-eb56-499a-8cde-367163fe9447 · outbound

This paper cites They know the theory but cannot apply it to the living, specific patient in front of them.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education They know the theory but cannot apply it to the living, specific patient in front of them

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.911227Z

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Observation c1156ab0-b87b-431f-bb39-e1ce09ce9cc9 · outbound

This paper cites They are prone to misdiagnosing or missing atypical cases.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education They are prone to misdiagnosing or missing atypical cases

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.913163Z

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Observation 00913a63-eec1-4069-b2e5-38548e577212 · outbound

This paper cites Often uses ”maybe,” ”perhaps,” or ”possibly” when answering, speaks quietly, and requires repeated encouragement from the teacher.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Often uses ”maybe,” ”perhaps,” or ”possibly” when answering, speaks quietly, and requires repeated encouragement from the teacher

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.914973Z

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Observation 38308307-d35e-468f-9a32-c23782b58e9c · outbound

This paper cites From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents

Reference 41

Resolution: malformed identifier; no resolver link, observed 2026-08-03T18:24:53.837073Z

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Observation 96954132-c358-484e-8829-f33f324e990f · outbound

This paper cites They fail to build good rapport and miss key information in the patient’s colloquial descriptions.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education They fail to build good rapport and miss key information in the patient’s colloquial descriptions

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.917112Z

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ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 43

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This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 44

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This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 45

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This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 46

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This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 47

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This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.929871Z

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ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 49

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This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.933995Z

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Observation d99e51dd-499d-4e13-bd38-34dfbf24e57c · outbound

This paper cites student_id.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education student_id

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.936083Z

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Observation 59586fed-3a54-4737-a1b6-84ae89ac0e50 · outbound

This paper cites List of Selectable English Names above.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education List of Selectable English Names above

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.938173Z

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Observation db45298c-2d96-4c5b-a7d4-de810aa2221b · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.940323Z

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Observation 78373e99-4fe2-43aa-ab6d-5d2228ef6ac3 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.942572Z

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Observation a0d33d54-8179-4bfb-a75c-8f553c5ee0b4 · outbound

This paper cites Instead, you are on fast-paced bedside rounds and the attending physician has just asked for your thoughts.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Instead, you are on fast-paced bedside rounds and the attending physician has just asked for your thoughts

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.944555Z

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Observation a2afbdc7-8320-4693-a692-12bae1fb2549 · outbound

This paper cites Your current task is to listen to the patient’s statement, process it, and report your clinical thoughts to your teacher.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Your current task is to listen to the patient’s statement, process it, and report your clinical thoughts to your teacher

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.946651Z

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Observation 3d0098bc-1930-4a79-bdf9-028efd860194 · outbound

This paper cites analysis_for_teacher.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education analysis_for_teacher

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.948543Z

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Observation f9091916-f25f-4745-9a2e-cabad941721f · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.950461Z

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Observation ebb9e29a-6b0e-4aaf-9aa8-3a3a18aded6b · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.952449Z

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Observation 89ac879b-ea06-4fe7-91a6-49cf662f2cea · outbound

This paper cites This is critical.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education This is critical

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.954349Z

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Observation 66ba2ec7-dcae-4d4f-acd3-1139eff60406 · outbound

This paper cites (2) DO NOT provide broad, textbook-style lectures or explanations.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education (2) DO NOT provide broad, textbook-style lectures or explanations

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.956434Z

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Observation 65a111f4-9915-4a08-a5cb-ebd25ae13d51 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.958440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf7a809c-6ff9-4559-b3f2-3f5dd5ddcc1a · outbound

This paper cites Your teacher has just provided a guiding statement to the entire group.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Your teacher has just provided a guiding statement to the entire group

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.960279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7ceac1a-8d98-4c90-8603-ab7a61618d16 · outbound

This paper cites query_for_patient.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education query_for_patient

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.962460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dfc1c10-8a9a-4e86-b01b-5bdc83fed9ab · outbound

This paper cites Otherwise, set this field to null.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Otherwise, set this field to null

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.964368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a879af5b-151c-4d1d-b943-d76419bd228c · outbound

This paper cites mode": "fact_check.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education mode": "fact_check

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.966571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3712d9e4-cb87-4246-b054-ebb707ef7cdf · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.968667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64c58e22-2946-4748-9ffc-010e0d7d7a5b · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.970691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a6e5dc4-8d10-4239-a9c7-bac01f3dfce7 · outbound

This paper cites revised_guidance.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education revised_guidance

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.972729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d64fefd-d737-484e-b4e3-a90c6d60a2a2 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.974881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 119b169f-d197-40bf-837a-4f4215c90595 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.981207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88a7d8b8-cc4c-4ccf-8e38-0a8f13f9e1f6 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.990469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 802b4094-4787-4f48-9677-60ff12fcd985 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:53.998578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28478d4f-0235-4847-9410-405c177d2e9d · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.006248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26016587-d82a-4ec5-a32f-49f65f369cf6 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.013755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b00b02e-b291-4a79-b96e-56d5712744a3 · outbound

This paper cites ETS_Score.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education ETS_Score

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.019318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 604e2261-a385-482e-9bf7-3d7f72187d88 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.027106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b842eb2-2cac-4a87-877f-8841897c74ba · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.035106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dab12f2-9b8c-432c-a2e5-081e61499d38 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.042596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23c00cd4-72a1-4104-9ca2-79e873cb80ed · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.049790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 605ddceb-e4f9-40bc-8f12-ace1757ae6bc · outbound

This paper cites Track which students are speaking and how often.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Track which students are speaking and how often

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.058098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7032f31f-6729-4883-a8b2-9bd8ed0f4b5d · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.063860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d26c996c-ddcd-4d37-bc92-97d60f8c76b4 · outbound

This paper cites MSM_Score.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education MSM_Score

Reference 84

Resolution: malformed identifier; no resolver link, observed 2026-08-03T18:24:54.072178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1edc1ea-6352-407d-8a1d-eac5eb80ac6b · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.083026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4555a86-7354-4624-830d-45c1f6ea5350 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.092770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75157eb8-9548-48d9-a7f5-374b76b029b3 · outbound

This paper cites A single, significant violation of safety or ethics constitutes a critical failure of the entire performance.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education A single, significant violation of safety or ethics constitutes a critical failure of the entire performance

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.104497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0a545bb-1de5-4992-8159-ade3a036f0b7 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.116274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1398ee8-0aa7-4f0f-ac9e-6be7c76e2f1a · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.125267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d3a964c-4b6d-4492-a485-c1534213e664 · outbound

This paper cites Core Task: Scoring and Justification Based on the detailed scoring rubric below, provide an integer score from 1-10 for the AI teacher’s MPS performance.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Core Task: Scoring and Justification Based on the detailed scoring rubric below, provide an integer score from 1-10 for the AI teacher’s MPS performance

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.135878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd9828ed-7706-4bce-b525-8062f25cadc1 · outbound

This paper cites an unresolved cited work.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Unresolved cited work

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.148095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 278a2b04-f787-4106-8d75-4019065fb388 · outbound

This paper cites Fact-check all medical information against the case data and established clinical knowledge.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Fact-check all medical information against the case data and established clinical knowledge

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.160570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7810949-9894-42a5-85f8-c6585fb79b00 · outbound

This paper cites If you identify any instance of a ”1-point” behavior, the final score must be 1.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education If you identify any instance of a ”1-point” behavior, the final score must be 1

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.200299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f887df4-be12-40e3-a90d-8f68dcef51bc · outbound

This paper cites MPS_Score.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education MPS_Score

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-03T18:24:54.268111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 239ae3ec-ea9f-40c2-ae80-a61d7f600d24 · outbound

This paper cites Advancing Language Multi-Agent Learning with Credit Re-Assignment for Interactive Environment Generalization.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education Advancing Language Multi-Agent Learning with Credit Re-Assignment for Interactive Environment Generalization

Reference 549

Resolution: malformed identifier; no resolver link, observed 2026-08-03T18:24:53.834162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a41bb56-dc6a-4c24-9c25-2840ebfa28cb · outbound

This paper cites findings-emnlp.613/.

ClinTutor-R1: Advancing Scalable and Robust One-to-Many Alignment in Clinical Socratic Education findings-emnlp.613/

Reference 613

Resolution: malformed identifier; no resolver link, observed 2026-08-03T18:24:53.831212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers