MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support | Paper Citation Record

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 1

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This paper cites The dataset will be made publicly available and maintained.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support The dataset will be made publicly available and maintained

Reference 2

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 3

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 4

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 5

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 6

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This paper cites Diagnosis:.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Diagnosis:

Reference 7

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 8

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 9

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 10

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Observation 25d239a8-2012-44fa-8362-11f98fd176b4 · outbound

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 11

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 12

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Observation 23392ee2-7aa4-4124-a70f-7f0e58e09bc7 · outbound

This paper cites 2 : The detailed prompt template used in MMIR- TCM.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support 2 : The detailed prompt template used in MMIR- TCM

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.828231Z

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Observation db845fc7-7286-4a13-8f0f-8f57437b99ba · outbound

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 14

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Observation ade9a63c-3caa-489e-a4fe-ce488e7ef669 · outbound

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 15

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Observation 1f878a0d-7dec-42e7-898d-99a25ff92c37 · outbound

This paper cites Input images are resized to 768× 768 pixels.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Input images are resized to 768× 768 pixels

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.859020Z

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Observation 931366ac-73ca-43ab-b2cd-2b1dfe3a3110 · outbound

This paper cites The case bank is built from 124,593 anonymized patient records collected from four major TCM hospitals.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support The case bank is built from 124,593 anonymized patient records collected from four major TCM hospitals

Reference 17

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Observation 967bc1c0-a987-4c69-adf4-5e326b10d661 · outbound

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 18

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 19

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Observation 3c5cf016-add0-4245-a344-5ff274423365 · outbound

This paper cites This indexing strategy ensures both retrieval accuracy and computational eﬀiciency, critical for real-time clinical decision support applications.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support This indexing strategy ensures both retrieval accuracy and computational eﬀiciency, critical for real-time clinical decision support applications

Reference 20

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Observation 71ebe954-bbff-4d45-9610-98416742b0e5 · outbound

This paper cites The retrieval module then identifies the k most clinically relevant cases using cosine similarity: R = Retrieve(q, k) = {C1, C2,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support The retrieval module then identifies the k most clinically relevant cases using cosine similarity: R = Retrieve(q, k) = {C1, C2,

Reference 21

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Observation 6bb9b9d9-1c02-49ac-96d2-2dd05f9397e6 · outbound

This paper cites Following the prompt shown in Fig.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Following the prompt shown in Fig

Reference 22

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Observation 54731359-07a2-4706-a675-ee0ce5d4995a · outbound

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 23

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Observation 5b9f2684-16ba-4841-9cbf-80a4ff7bfa13 · outbound

This paper cites Each token follows the format PREFIX_V ALUE (e.g., COLOR_red, THICK_thin).

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Each token follows the format PREFIX_V ALUE (e.g., COLOR_red, THICK_thin)

Reference 24

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Observation 2a072864-e63a-4d86-8076-8bd09407f0bb · outbound

This paper cites Through consultation with senior TCM practitioners, we let wTONGUE=2.0, wCOAT=1.5, wLOCATION=1.0, and wOTHER=0.5.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Through consultation with senior TCM practitioners, we let wTONGUE=2.0, wCOAT=1.5, wLOCATION=1.0, and wOTHER=0.5

Reference 25

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This paper cites 4, was structured around a primary institution leading data standardization, complemented by three partner hospitals contributing di- verse clinical cases.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support 4, was structured around a primary institution leading data standardization, complemented by three partner hospitals contributing di- verse clinical cases

Reference 26

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This paper cites few-annotation.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support few-annotation

Reference 27

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MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 28

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This paper cites LoRA adapters are inserted into the linear layers of both the self-attention modules ( q, k, v, o) and the feed-forward modules (gate, up, down).

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support LoRA adapters are inserted into the linear layers of both the self-attention modules ( q, k, v, o) and the feed-forward modules (gate, up, down)

Reference 29

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This paper cites We systematically re- moved specific modules from the full model and evaluated the performance degradation.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support We systematically re- moved specific modules from the full model and evaluated the performance degradation

Reference 30

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This paper cites Outputs were scored from 1 to 5 on five dimensions: Acc_SN, Acc_Diag, Validity, Safety, and Rationality.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Outputs were scored from 1 to 5 on five dimensions: Acc_SN, Acc_Diag, Validity, Safety, and Rationality

Reference 31

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Observation 184e56e0-dc4a-4d9e-a6c6-97fa53c0259e · outbound

This paper cites hallucinations.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support hallucinations

Reference 32

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Observation 8b642c7e-193b-4067-8d52-c42273db04f2 · outbound

This paper cites Vision-language foundation models for medical imaging: a review of current practices and innovations,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Vision-language foundation models for medical imaging: a review of current practices and innovations,

Reference 33

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Observation eeae8f2e-5a77-4ff5-873f-5ff061d52235 · outbound

This paper cites Tongue diagnosis indices for gas- troesophageal reflux disease: a cross-sectional, case-controlled observational study,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Tongue diagnosis indices for gas- troesophageal reflux disease: a cross-sectional, case-controlled observational study,

Reference 34

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Observation ae6ae5a5-95fc-4ac7-b826-571c5596ba9a · outbound

This paper cites Objective evaluation of tongue diagnosis ability using a tongue diagnosis e-learning/e-assessment system based on a standardized tongue image database,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Objective evaluation of tongue diagnosis ability using a tongue diagnosis e-learning/e-assessment system based on a standardized tongue image database,

Reference 35

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Observation 7a6482ce-4298-4103-a940-4225b649cb9b · outbound

This paper cites A systematic literature review and classification of knowledge discovery in traditional medicine,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support A systematic literature review and classification of knowledge discovery in traditional medicine,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.864395Z

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Observation 505c6983-4493-4435-b12a-d3de61e37dc6 · outbound

This paper cites A survey of artificial intelligence in tongue image for disease diagnosis and syndrome differentiation,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support A survey of artificial intelligence in tongue image for disease diagnosis and syndrome differentiation,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.891918Z

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Observation 17fcf7ec-6326-4d91-b2f6-8fc2dbe048d3 · outbound

This paper cites Pregenerator: Tcm prescription recommendation model based on retrieval and generation method,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Pregenerator: Tcm prescription recommendation model based on retrieval and generation method,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.838513Z

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Observation 19264872-3812-477b-8385-25094bfd8be1 · outbound

This paper cites Large language models in traditional chinese medicine: A short survey and outlook,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Large language models in traditional chinese medicine: A short survey and outlook,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.822956Z

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Observation 8fa4f6b3-ede6-4e9d-8b3f-cfae5b91a40d · outbound

This paper cites Clinicalrag: enhancing clinical decision support through heterogeneous knowledge retrieval,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Clinicalrag: enhancing clinical decision support through heterogeneous knowledge retrieval,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.801683Z

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Observation a5db42e9-6e05-4dc5-9c60-3dbae9e95ec4 · outbound

This paper cites Tcmchat: A generative large language model for traditional chinese medicine,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Tcmchat: A generative large language model for traditional chinese medicine,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.799418Z

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Observation 10c50992-1f9c-4324-8bd4-cf47a3b11d42 · outbound

This paper cites TCMBench: A Comprehensive Benchmark for Evaluating Large Language Models in Traditional Chinese Medicine.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support TCMBench: A Comprehensive Benchmark for Evaluating Large Language Models in Traditional Chinese Medicine

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:48:20.567456Z

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Observation 7e63e6dc-4675-42b4-a602-bebb183798f3 · outbound

This paper cites TCMD: A Traditional Chinese Medicine QA Dataset for Evaluating Large Language Models.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support TCMD: A Traditional Chinese Medicine QA Dataset for Evaluating Large Language Models

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:48:20.561945Z

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Observation a91bab50-0a85-4186-b47e-6b1df809936d · outbound

This paper cites Biancang: a tradi- tional chinese medicine large language model,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Biancang: a tradi- tional chinese medicine large language model,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.826495Z

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Observation 25eeb2c2-2891-4d2c-be27-b65388aa67c1 · outbound

This paper cites Tcm-ftp: fine-tuning large language models for herbal prescription prediction,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Tcm-ftp: fine-tuning large language models for herbal prescription prediction,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.851122Z

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Observation 41ed0d8f-9ce0-46d5-81b8-30ee7af40bd0 · outbound

This paper cites Tcm-kllama: Intelligent generation model for traditional chinese medicine prescriptions based on knowledge graph and large language model,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Tcm-kllama: Intelligent generation model for traditional chinese medicine prescriptions based on knowledge graph and large language model,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.789814Z

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Observation 5b8107b7-275d-495e-86eb-7aae4ce6359b · outbound

This paper cites Tonguenet: accurate localization and segmentation for tongue images using deep neural net- works,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Tonguenet: accurate localization and segmentation for tongue images using deep neural net- works,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.776493Z

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Observation 03bc59ed-6f00-49fc-a2b9-5585c0ef0621 · outbound

This paper cites Cross-modal attention model integrating tongue images and descriptions: a novel intelligent tcm approach for pathological organ diagnosis,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Cross-modal attention model integrating tongue images and descriptions: a novel intelligent tcm approach for pathological organ diagnosis,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.787974Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bdc7c796-2fcb-44f5-be14-3c07c09d83fb · outbound

This paper cites TCM-Tongue: A Standardized Tongue Image Dataset with Pathological Annotations for AI-Assisted TCM Diagnosis.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support TCM-Tongue: A Standardized Tongue Image Dataset with Pathological Annotations for AI-Assisted TCM Diagnosis

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:48:20.543400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6ca6cd3c-c6dc-4b68-8b24-58f670b99cac · outbound

This paper cites Tcmeval-sdt: a benchmark dataset for syndrome differentiation thought of traditional chinese medicine,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Tcmeval-sdt: a benchmark dataset for syndrome differentiation thought of traditional chinese medicine,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.786140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 684cd8b4-20df-4b03-b08e-20285ea8d3cf · outbound

This paper cites Automatic tongue image quality assessment using a multi-task deep learning model,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Automatic tongue image quality assessment using a multi-task deep learning model,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.784282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d4ca853b-84bd-4a46-b01c-695d3228c84e · outbound

This paper cites Tongue crack recognition using segmentation based deep learning,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Tongue crack recognition using segmentation based deep learning,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.849343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 895937fe-fc65-4ea5-b528-2f18a3d24d4b · outbound

This paper cites A novel tongue coating segmentation method based on improved transunet,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support A novel tongue coating segmentation method based on improved transunet,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.852736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8cd3242f-8feb-47f7-9011-b6d398e54cb7 · outbound

This paper cites Tonguesam: An universal tongue segmentation model based on sam with zero-shot,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Tonguesam: An universal tongue segmentation model based on sam with zero-shot,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.885830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3c7001a1-a57d-472a-b691-bda92a144f83 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 55

Resolution: verified exact; local_arxiv, observed 2026-07-03T13:48:20.545743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 059546bc-27ce-456b-91b2-d186b93995b8 · outbound

This paper cites Lins: A general medical q&a framework for enhancing the quality and credibility of llm- generated responses,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Lins: A general medical q&a framework for enhancing the quality and credibility of llm- generated responses,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.843399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9bf23e09-d97e-4f31-87d9-7eb7f24565c0 · outbound

This paper cites OpenTCM: A GraphRAG-Empowered LLM-based System for Traditional Chinese Medicine Knowledge Retrieval and Diagnosis.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support OpenTCM: A GraphRAG-Empowered LLM-based System for Traditional Chinese Medicine Knowledge Retrieval and Diagnosis

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:48:20.548001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b2c56e33-c4d3-4852-855e-5789d679c6b4 · outbound

This paper cites Evaluating large language model workflows in clinical decision support for triage and referral and diagnosis,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Evaluating large language model workflows in clinical decision support for triage and referral and diagnosis,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.791597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7557d7b6-5bae-457d-bda0-0942e7bdf9f4 · outbound

This paper cites an unresolved cited work.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-07-05T07:40:47.796196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6c006726-2fac-43a9-ab1d-956bfa996386 · outbound

This paper cites Enhancing large language models for clinical decision support by incorporating clinical practice guidelines,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Enhancing large language models for clinical decision support by incorporating clinical practice guidelines,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.878773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ce6bc47e-54aa-4b8a-aaf8-3146114f9110 · outbound

This paper cites MTCMB: A Multi-Task Benchmark Framework for Evaluating LLMs on Knowledge, Reasoning, and Safety in Traditional Chinese Medicine.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support MTCMB: A Multi-Task Benchmark Framework for Evaluating LLMs on Knowledge, Reasoning, and Safety in Traditional Chinese Medicine

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:48:20.561764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a241ddcc-6b99-4ea0-bf92-86cdbf779906 · outbound

This paper cites Tcm-ladder: A benchmark for multimodal question answering on traditional chinese medicine,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Tcm-ladder: A benchmark for multimodal question answering on traditional chinese medicine,

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:48:20.537326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bf490cd7-6d99-42d1-871b-5223cb1065a8 · outbound

This paper cites Ragas: Automated evaluation of retrieval augmented generation,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Ragas: Automated evaluation of retrieval augmented generation,

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.824528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bcb22a6a-4421-4b4c-b979-55b37a1d1c38 · outbound

This paper cites GroUSE: A Benchmark to Evaluate Evaluators in Grounded Question Answering.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support GroUSE: A Benchmark to Evaluate Evaluators in Grounded Question Answering

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:48:20.564694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b2d61e52-b46e-4ba8-b546-baf593f00d51 · outbound

This paper cites MedCite: Can Language Models Generate Verifiable Text for Medicine?.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support MedCite: Can Language Models Generate Verifiable Text for Medicine?

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:48:20.528978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d468a5be-57c1-4182-a2f1-822e05d9b946 · outbound

This paper cites Out-of-distribution Detection in Medical Image Analysis: A survey.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Out-of-distribution Detection in Medical Image Analysis: A survey

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:48:20.545376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5163cb1e-1c58-4aba-b9ec-b27dd4855f2b · outbound

This paper cites A scoping review of robustness con- cepts for machine learning in healthcare,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support A scoping review of robustness con- cepts for machine learning in healthcare,

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.816018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6b2005a7-a1f2-4022-abcf-3ddb367b0578 · outbound

This paper cites Trustworthy clinical ai solutions: A unified review of uncer- tainty quantification in deep learning models for medical image analysis.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Trustworthy clinical ai solutions: A unified review of uncer- tainty quantification in deep learning models for medical image analysis

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.794754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b2da3169-4f7b-4264-82fa-eaaff236f74a · outbound

This paper cites Empirical validation of conformal prediction for trustworthy skin lesions classification,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Empirical validation of conformal prediction for trustworthy skin lesions classification,

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.887812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 44c19813-43f2-4c3a-9296-e2abe3c926d8 · outbound

This paper cites Explaining the black-box smoothly—a counterfactual approach,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Explaining the black-box smoothly—a counterfactual approach,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.780358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fb21d66b-d28e-46af-a8cb-4f998f3083ae · outbound

This paper cites Constrained Decoding for Secure Code Generation.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Constrained Decoding for Secure Code Generation

Reference 71

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T13:48:20.555898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 77f7894d-e6d1-436e-bb59-4893888ce272 · outbound

This paper cites A framework to assess clinical safety and hallucination rates of llms for medical text summari- sation,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support A framework to assess clinical safety and hallucination rates of llms for medical text summari- sation,

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.806159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 720bb4ee-1dcc-4485-9e9e-86e0877896ce · outbound

This paper cites A framework for human evaluation of large language models in healthcare derived from literature review,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support A framework for human evaluation of large language models in healthcare derived from literature review,

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.774387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6a8f056c-c401-4e41-ae74-b6a7c96280cd · outbound

This paper cites SAM 2: Segment Anything in Images and Videos.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support SAM 2: Segment Anything in Images and Videos

Reference 74

Resolution: verified exact; local_arxiv, observed 2026-07-03T13:48:20.553871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 191b6669-e70b-43c2-930d-fc5d584af274 · outbound

This paper cites Memory-SAM: Human-Prompt-Free Tongue Segmentation via Retrieval-to-Prompt.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Memory-SAM: Human-Prompt-Free Tongue Segmentation via Retrieval-to-Prompt

Reference 75

Resolution: verified exact; local_arxiv, observed 2026-07-03T13:48:20.534632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fa985193-f849-440b-8a23-647e15cdfd93 · outbound

This paper cites DINOv3.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support DINOv3

Reference 76

Resolution: verified exact; local_arxiv, observed 2026-07-03T13:48:20.553163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 96098364-f9e6-4466-bcea-12642b4f850d · outbound

This paper cites The faiss library,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support The faiss library,

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.832219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1cd56966-e786-4946-8651-577666aee229 · outbound

This paper cites Qwen3 Technical Report.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Qwen3 Technical Report

Reference 78

Resolution: verified exact; local_arxiv, observed 2026-07-03T13:48:20.556096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c57520f8-9016-4fe2-a278-abdb04df23c3 · outbound

This paper cites Lora: Low-rank adaptation of large language models.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Lora: Low-rank adaptation of large language models

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.814102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d76ed017-8627-4890-b3a7-e48e606b4aa2 · outbound

This paper cites Eﬀicient and robust ap- proximate nearest neighbor search using hierarchical navigable small world graphs,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Eﬀicient and robust ap- proximate nearest neighbor search using hierarchical navigable small world graphs,

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.807806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3f85b8ea-6dcd-4284-ace3-314da37aef1a · outbound

This paper cites Diagnosing pathologic myopia by identifying morphologic patterns using ultra widefield images with deep learning,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Diagnosing pathologic myopia by identifying morphologic patterns using ultra widefield images with deep learning,

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.875416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2c2b4141-430a-4e08-b507-c267b802fd3b · outbound

This paper cites Machine learning radiomics- based prediction of non-sentinel lymph node metastasis in chinese breast cancer patients with 1-2 positive sentinel lymph nodes: a multicenter study,.

MMIR-TCM: Memory-Integrated Multimodal Inference and Retrieval for TCM Clinical Decision Support Machine learning radiomics- based prediction of non-sentinel lymph node metastasis in chinese breast cancer patients with 1-2 positive sentinel lymph nodes: a multicenter study,

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-07-05T07:40:47.845377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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