MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation | Paper Citation Record

Observation 6a1ad8a4-881d-46b2-8649-94a2b439bebc · outbound

This paper cites Digital health market statistics 2026: Market size, investment and user adoption, 2026.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Digital health market statistics 2026: Market size, investment and user adoption, 2026

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:25.688712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eee4d6a4-b9de-4afc-ae16-2833153e5602 · outbound

This paper cites Telemedicine and AI in healthcare: Top platforms, trends & 2026 outlook.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Telemedicine and AI in healthcare: Top platforms, trends & 2026 outlook

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:25.786509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 876d928c-fc1c-4adf-9ce4-4963652761ec · outbound

This paper cites Annual results announcement for the year ended december 31, 2025.HKEXnews,.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Annual results announcement for the year ended december 31, 2025.HKEXnews,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:25.910724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73599099-f7c4-40ec-b3a6-f37940c1d36d · outbound

This paper cites Jd health introduces groundbreaking LLM-powered suite for comprehensive online and in-hospital healthcare scenarios.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Jd health introduces groundbreaking LLM-powered suite for comprehensive online and in-hospital healthcare scenarios

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:26.122716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff60bbc3-5ecb-4029-8655-37e3fc8bcbc0 · outbound

This paper cites Large language models in medicine.Nature Medicine, 29(8):1930–1940, 2023.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Large language models in medicine.Nature Medicine, 29(8):1930–1940, 2023

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:26.257849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 432496d1-5fcf-4220-99ca-6085f0d7f763 · outbound

This paper cites The effect of using a large language model to respond to patient messages.The Lancet Digital Health, 6(6):e379–e381, 2024.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation The effect of using a large language model to respond to patient messages.The Lancet Digital Health, 6(6):e379–e381, 2024

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:26.413588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 181fbc43-a92c-4a1f-afac-30ed9ebc589b · outbound

This paper cites Sara Mahdavi, Sushant Prakash, Anupam Pathak, Christopher Semturs, Shwetak Patel, Dale R.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Sara Mahdavi, Sushant Prakash, Anupam Pathak, Christopher Semturs, Shwetak Patel, Dale R

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:26.523483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0918ed26-4579-4a86-a3b7-4623dd1e138a · outbound

This paper cites PubMedQA: A Dataset for Biomedical Research Question Answering.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation PubMedQA: A Dataset for Biomedical Research Question Answering

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:26.664483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e177c21c-8e1e-4394-a07f-0a66afc3b90b · outbound

This paper cites What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:26.823891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 183fe46d-a841-4df4-9fc0-51fcf547f4ae · outbound

This paper cites MedMCQA : A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation MedMCQA : A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:26.937401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f508afda-9752-4fa1-aa52-4d8214ec7c63 · outbound

This paper cites Large Language Models Encode Clinical Knowledge.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Large Language Models Encode Clinical Knowledge

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:27.075346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1870a552-4732-4b07-9ad8-5c25893fe155 · outbound

This paper cites Towards Expert-Level Medical Question Answering with Large Language Models.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Towards Expert-Level Medical Question Answering with Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:27.233202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbb0743a-4cbf-4d02-9609-232b224dcf38 · outbound

This paper cites CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:27.362450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0434527-5519-4fc2-b6b4-94de581d78a6 · outbound

This paper cites PromptCBLUE: A Chinese Prompt Tuning Benchmark for the Medical Domain.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation PromptCBLUE: A Chinese Prompt Tuning Benchmark for the Medical Domain

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:27.511156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8294e180-58e9-43c2-a5cb-53108082f788 · outbound

This paper cites Benchmarking Large Language Models on CMExam -- A Comprehensive Chinese Medical Exam Dataset.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Benchmarking Large Language Models on CMExam -- A Comprehensive Chinese Medical Exam Dataset

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:27.681801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b73336c-7c26-4e88-b773-3f6ccf58c482 · outbound

This paper cites CMB: A Comprehensive Medical Benchmark in Chinese.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation CMB: A Comprehensive Medical Benchmark in Chinese

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:27.798869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cde0045c-0945-4411-bed9-9f84f6eb9ca6 · outbound

This paper cites MedBench: A Comprehensive, Standardized, and Reliable Benchmarking System for Evaluating Chinese Medical Large Language Models.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation MedBench: A Comprehensive, Standardized, and Reliable Benchmarking System for Evaluating Chinese Medical Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:27.951292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9341c942-ee09-4468-99a3-3675518a7e40 · outbound

This paper cites MedBench v4: A robust and scalable benchmark for evaluating chinese medical language models, multimodal models, and intelligent agents.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation MedBench v4: A robust and scalable benchmark for evaluating chinese medical language models, multimodal models, and intelligent agents

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:28.100984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 462b7725-9db1-45be-a48c-cc1c18e7da5d · outbound

This paper cites MedDialog: Two Large-scale Medical Dialogue Datasets.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation MedDialog: Two Large-scale Medical Dialogue Datasets

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:28.248603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7c0bf2f-8490-46d8-a4f5-388493ca024b · outbound

This paper cites MedDG: An Entity-Centric Medical Consultation Dataset for Entity-Aware Medical Dialogue Generation.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation MedDG: An Entity-Centric Medical Consultation Dataset for Entity-Aware Medical Dialogue Generation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:28.362118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed20a62f-3db0-48d9-9903-f9a7e420320e · outbound

This paper cites MediTOD: An English Dialogue Dataset for Medical History Taking with Comprehensive Annotations.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation MediTOD: An English Dialogue Dataset for Medical History Taking with Comprehensive Annotations

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:28.563988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3f088dc-644e-4366-b52e-6ba78e64699b · outbound

This paper cites An Automatic Evaluation Framework for Multi-turn Medical Consultations Capabilities of Large Language Models.

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.

Observation 310599d4-a556-4d3c-9593-20d0146ef02c · outbound

This paper cites MediQ: Question-Asking LLMs and a Benchmark for Reliable Interactive Clinical Reasoning.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation MediQ: Question-Asking LLMs and a Benchmark for Reliable Interactive Clinical Reasoning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:28.926838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3979da11-9bc2-4c55-992e-7e00b5a2271c · outbound

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

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:29.119519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5d4cf8c-894c-4615-ac3a-d8e70632fee0 · outbound

This paper cites The dialogue that heals: A comprehensive evaluation of doctor agents’ inquiry capability.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation The dialogue that heals: A comprehensive evaluation of doctor agents’ inquiry capability

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:29.236433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad75dbaa-267b-446c-91a2-c19939d35b20 · outbound

This paper cites MedConsultBench: A full-cycle, fine-grained, process-aware benchmark for medical consultation agents.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation MedConsultBench: A full-cycle, fine-grained, process-aware benchmark for medical consultation agents

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:29.366837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b918b6c6-5b1a-485e-a607-543c27840528 · outbound

This paper cites MedDialBench: Benchmarking LLM Diagnostic Robustness under Parametric Adversarial Patient Behaviors.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation MedDialBench: Benchmarking LLM Diagnostic Robustness under Parametric Adversarial Patient Behaviors

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:29.543299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c28d1b3-da97-4557-b02f-1ee05f199559 · outbound

This paper cites HealthBench: Evaluating Large Language Models Towards Improved Human Health.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation HealthBench: Evaluating Large Language Models Towards Improved Human Health

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:29.669791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3b41ff3-cf2a-498a-841c-860de381de38 · outbound

This paper cites MedDialogRubrics: A comprehensive benchmark and evaluation framework for multi-turn medical consultations in large language models.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation MedDialogRubrics: A comprehensive benchmark and evaluation framework for multi-turn medical consultations in large language models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:29.782033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03862263-cc3a-4a61-8712-b34e585cd437 · outbound

This paper cites HealthBench Professional: Evaluating Large Language Models on Real Clinician Chats.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation HealthBench Professional: Evaluating Large Language Models on Real Clinician Chats

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:29.880526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3c44edf-094f-4393-b43d-1117baa87024 · outbound

This paper cites LiveMedBench: A contamination-free medical benchmark for llms with automated rubric evaluation.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation LiveMedBench: A contamination-free medical benchmark for llms with automated rubric evaluation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:29.950426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba18ef32-8a30-44b3-8a64-c2b74b4e3b4e · outbound

This paper cites Pathological Visual Question Answering.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Pathological Visual Question Answering

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:30.054286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 369af46b-79f9-4318-a36d-a07bcb501226 · outbound

This paper cites SLAKE: A Semantically-Labeled Knowledge-Enhanced Dataset for Medical Visual Question Answering.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation SLAKE: A Semantically-Labeled Knowledge-Enhanced Dataset for Medical Visual Question Answering

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:30.225146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f258a7b8-4738-47c0-b000-21122bbb8a47 · outbound

This paper cites PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:30.424951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3bd1d15-802d-4ec8-9978-b111521d6969 · outbound

This paper cites OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:30.666324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3021863a-813b-46d5-95f9-a8515395b7e7 · outbound

This paper cites GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:30.865915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b39bde9-9457-408e-8b54-358d48810fcd · outbound

This paper cites 3MDBench: Medical multimodal multi-agent dialogue benchmark.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation 3MDBench: Medical multimodal multi-agent dialogue benchmark

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:31.006709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 354b8dcf-1fa4-42c8-97f1-151abf94012e · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Bleu: a method for automatic evaluation of machine translation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:31.110964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d18b794b-8000-48aa-b3d7-4d279717bb7b · outbound

This paper cites ROUGE: A package for automatic evaluation of summaries.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation ROUGE: A package for automatic evaluation of summaries

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:31.410371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06ee9cf1-7695-493b-bb5d-11eacaead115 · outbound

This paper cites Automated Rubrics for Reliable Evaluation of Medical Dialogue Systems.

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 c2fb55a3-c897-4da8-a337-a77d5b0a6f0d · outbound

This paper cites Deid-gpt: Zero-shot medical text de-identification by gpt-4.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Deid-gpt: Zero-shot medical text de-identification by gpt-4

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:31.765489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c416349b-22aa-4f58-9327-06a7940f1254 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:31.943930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4e77de7-b0ea-483e-b1da-89d4c3ce8286 · outbound

This paper cites Claude 4 Opus (versions 4.6 and 4.7).

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Claude 4 Opus (versions 4.6 and 4.7)

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:32.184738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f335b87c-5989-4339-99ad-8c944f2be03d · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Gemini: A Family of Highly Capable Multimodal Models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:32.274199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4477c2c2-fcd2-49a8-b58b-b394231ec60b · outbound

This paper cites Evaluation and mitigation of the limitations of large language models in clinical decision-making.Nature Medicine, 30(9):2613–2622, 2024.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Evaluation and mitigation of the limitations of large language models in clinical decision-making.Nature Medicine, 30(9):2613–2622, 2024

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:32.428880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e2217cf-6a56-44d0-a323-8ebf1191b520 · outbound

This paper cites Computing inter-rater reliability and its variance in the presence of high agreement.The British Journal of Mathematical and Statistical Psychology, 61(Pt 1):29–48, May 2008.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Computing inter-rater reliability and its variance in the presence of high agreement.The British Journal of Mathematical and Statistical Psychology, 61(Pt 1):29–48, May 2008

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:32.524263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4483cad1-d5f7-449f-9481-80bd33ee5731 · outbound

This paper cites OpenAI GPT-5 System Card.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation OpenAI GPT-5 System Card

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:32.654513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e264408a-9830-4863-818a-3dbf2d558523 · outbound

This paper cites Kimi K2.6: Open-weight trillion-parameter MoE agent model.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Kimi K2.6: Open-weight trillion-parameter MoE agent model

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:32.828616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afe5a4f5-1d7d-4b54-98e0-74245ae93649 · outbound

This paper cites Kimi K2.5: Visual Agentic Intelligence.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Kimi K2.5: Visual Agentic Intelligence

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:32.919875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 970a2151-1b35-43bd-97e3-5f929883a890 · outbound

This paper cites Qwen3.6-27B and Qwen3.6-35B-A3B.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Qwen3.6-27B and Qwen3.6-35B-A3B

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:33.082950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0082b4cb-43a1-4ea4-952d-5adb8e7403fc · outbound

This paper cites GLM-5: from Vibe Coding to Agentic Engineering.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation GLM-5: from Vibe Coding to Agentic Engineering

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:33.163310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5a2e2d9-9b8f-414f-9671-8936850fe550 · outbound

This paper cites Deepseek-v4: Towards highly efficient million-token context intelligence.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Deepseek-v4: Towards highly efficient million-token context intelligence

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:33.294868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6913a623-f7c6-4faa-a95e-6d8849a9926b · outbound

This paper cites MedGemma Technical Report.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation MedGemma Technical Report

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:33.376539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a4e171b-9759-4461-9e21-9b52c520e620 · outbound

This paper cites Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:33.468367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36c637cd-853b-4147-8cb6-3d6cbb375d55 · outbound

This paper cites HuatuoGPT-3-32B large language model repository.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation HuatuoGPT-3-32B large language model repository

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:33.592310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7d60289-1b8a-44f2-825d-fb59cdb324b6 · outbound

This paper cites AntAngelMed medical large language model repository.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation AntAngelMed medical large language model repository

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:33.700922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b90d72ee-6280-46d1-ae02-f1cfaf8a4bf7 · outbound

This paper cites Baichuan-m3: Modeling clinical inquiry for reliable medical decision-making.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Baichuan-m3: Modeling clinical inquiry for reliable medical decision-making

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:33.813874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43ace38b-6942-4848-ac4b-abb59379089c · outbound

This paper cites Baichuan-M2: Scaling Medical Capability with Large Verifier System.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Baichuan-M2: Scaling Medical Capability with Large Verifier System

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:33.938358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d307073a-6f3b-4733-b603-53b7b3bc5a33 · outbound

This paper cites an unresolved cited work.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Unresolved cited work

Reference 2002

Resolution: unresolved; no resolver link, observed 2026-08-02T07:43:31.271033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a08c4839-7f50-40b1-8dca-8061cac79deb · outbound

This paper cites an unresolved cited work.

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation Unresolved cited work

Reference 2026

Resolution: parse uncertain; no resolver link, observed 2026-08-02T07:43:26.014553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers