Paper Citation Record · LEDGER

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot

As of 9 August 2026, this Paper Citation Record lists 82 of 82 outbound references and 4 inbound Pith citation observations for arXiv:2502.04413.

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

pith.paper-citation-record.v1
2502.04413 v2

Coverage vector

measured 82 of 82 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T23:56:17.061067Z

measured 86 of 86 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:31:34.346498Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T17:13:44.770683Z

Reference resolution

82 of 82 outbound references displayed

verified exact2
verified fuzzy3
unresolved75
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dbbc6e88-4eff-434d-a3f7-4432e5d9078e · outbound

This paper cites Doctor Co-Pilot.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Doctor Co-Pilot

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.658600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bb8e675-1903-4634-9c62-fb594e5532cf · outbound

This paper cites Microsoft Copilot in Healthcare.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Microsoft Copilot in Healthcare

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.664898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ea1b144-2f8b-4d51-ba87-56cff68c514d · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.248836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 135d3fbe-a59d-4888-860c-dd3a9ecba8e0 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.675560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2268366-3ba2-4847-822d-6c8a976156c4 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.226470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 708615e2-c355-4a17-9aa9-48deecdbbd67 · outbound

This paper cites LLM-empowered Chatbots for Psychiatrist and Patient Simulation: Application and Evaluation.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot LLM-empowered Chatbots for Psychiatrist and Patient Simulation: Application and Evaluation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.691517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a89d0b60-d8a6-4976-9ff3-18d31e930d85 · outbound

This paper cites UnitedQA: A Hybrid Approach for Open Domain Question Answering.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot UnitedQA: A Hybrid Approach for Open Domain Question Answering

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.697275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bec119c-f6bc-4503-8fb4-80a1af9cb311 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.212744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d14fde24-2c77-40cd-8a60-f8aa1cd623e6 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.198820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation aa1febab-bf6b-4dc2-933b-706da02d6401 · outbound

This paper cites The Faiss library.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot The Faiss library

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.712442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1602ee7e-00d7-4cf7-b837-ef94cb88ac6b · outbound

This paper cites The Llama 3 Herd of Models.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot The Llama 3 Herd of Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.717492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d76ab71a-d405-4221-ac03-4cb22227ecc1 · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.722687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28b9ac0e-def8-49a9-a4c9-78cc113945aa · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.728103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc55a44c-c513-4b7d-9744-116a7fac054b · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.732997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd1c77c7-6754-45cd-a3d6-543b25654c4a · outbound

This paper cites Leveraging Medical Knowledge Graphs Into Large Language Models for Diagnosis Prediction: Design and Application Study.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Leveraging Medical Knowledge Graphs Into Large Language Models for Diagnosis Prediction: Design and Application Study

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.742983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b62c6764-6efc-4a12-8905-ec203204cb49 · outbound

This paper cites Two-stage Generative Question Answering on Temporal Knowledge Graph Using Large Language Models.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Two-stage Generative Question Answering on Temporal Knowledge Graph Using Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.748350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f66b4eb-ba98-4936-ab9e-388371996ead · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.753233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b59518b-6fca-40e1-ab0e-e54625cdf299 · outbound

This paper cites MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.763302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07c9028d-1881-4890-9b89-446e231d8d50 · outbound

This paper cites Unsupervised Dense Information Retrieval with Contrastive Learning.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unsupervised Dense Information Retrieval with Contrastive Learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.768125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35b4eb59-2dd6-44da-893a-7f9867f0a40e · outbound

This paper cites Mixtral of Experts.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Mixtral of Experts

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.773434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf9a478a-aa38-477f-8905-46d5bcb49b80 · outbound

This paper cites ReasoningLM: Enabling Structural Subgraph Reasoning in Pre-trained Language Models for Question Answering over Knowledge Graph.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot ReasoningLM: Enabling Structural Subgraph Reasoning in Pre-trained Language Models for Question Answering over Knowledge Graph

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-08T23:56:17.466483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 373f0a5d-13b2-4ac0-a774-b2c77919f8c8 · outbound

This paper cites TC-RAG:Turing-Complete RAG's Case study on Medical LLM Systems.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot TC-RAG:Turing-Complete RAG's Case study on Medical LLM Systems

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.783856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c503fc7-2362-423c-9940-123ab23d7c98 · outbound

This paper cites HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.789485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bb19a97-ec08-47dc-a684-2139471476a7 · outbound

This paper cites Active Retrieval Augmented Generation.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Active Retrieval Augmented Generation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.794865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 238f9196-dc38-4ba6-a3ed-3dac86fb1b07 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.134997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9645ffed-22b9-4f98-b3fe-52f3411ed888 · outbound

This paper cites Knowledge Graph-Augmented Language Models for Knowledge-Grounded Dialogue Generation.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Knowledge Graph-Augmented Language Models for Knowledge-Grounded Dialogue Generation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.805066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64adb8c5-40ca-488d-ac1d-13d679300ac8 · outbound

This paper cites Generalization through Memorization: Nearest Neighbor Language Models.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Generalization through Memorization: Nearest Neighbor Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.810301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5cf4c85-52b9-4326-aea5-25c7fde1c880 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.120692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d34bdfc8-4ced-4fed-860e-c9dcf3a9c773 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.820112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ce3a52e-c02f-4989-a984-1230670622f2 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.096183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 92ca9e07-71b6-4194-9a23-42ec8497060b · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.081839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6813318e-1291-4f94-9bc1-9cf35db3318b · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.052826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7c9cefb6-76c3-45cf-aefd-85e3436fcca9 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.038392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8aeca402-dda5-4ae3-b49c-b11885f44130 · outbound

This paper cites Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.849889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05cc8fec-4b4d-471f-be36-de35ac481e0d · outbound

This paper cites Cureus 15, 6 (2023).

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Cureus 15, 6 (2023)

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:56:18.067847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fb36cd7a-1be5-4da3-a9cb-9502db8bcc4e · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.008663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1e3ec70b-3982-4048-8c98-ab4e8b083b02 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.992605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 60473101-5992-4ea6-9552-68b4d031c911 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.977849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b03a2d03-69fb-49f3-9c5e-5be64aafa0bd · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:18.023756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 998f2e4b-7cfe-41ba-97d5-40227ed0bc7a · outbound

This paper cites Chain-of-Skills: A Configurable Model for Open-domain Question Answering.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Chain-of-Skills: A Configurable Model for Open-domain Question Answering

Reference 40

Resolution: metadata mismatch; local_arxiv, observed 2026-08-08T23:56:17.355685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 09cd9ab1-c66a-41c5-94f3-1bb4e136b587 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.933645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a512ddd2-2a93-46e1-aea8-ac9d41d4d702 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.893529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd0e1f1e-cd8f-419c-b24f-3c32b597b957 · outbound

This paper cites A Survey of Artificial Intelligence in Gait-Based Neurodegenerative Disease Diagnosis.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot A Survey of Artificial Intelligence in Gait-Based Neurodegenerative Disease Diagnosis

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.898146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7cffe8d-2065-419a-a5db-bbb271f8c7f8 · outbound

This paper cites an unresolved cited work.

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Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.963701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 294b6041-d0f6-456c-aeff-5de4685fdcd6 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.949090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c5f8b659-51f0-4ca4-8279-9257236362d5 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.909324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d3ee41b2-7af0-4973-afa1-412a47ef8ab8 · outbound

This paper cites LLM-Mini-CEX: Automatic Evaluation of Large Language Model for Diagnostic Conversation.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot LLM-Mini-CEX: Automatic Evaluation of Large Language Model for Diagnostic Conversation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.917245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0fe8352-41e5-490e-9574-c9b06aab94e6 · outbound

This paper cites Biomedical knowledge graph-optimized prompt generation for large language models.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Biomedical knowledge graph-optimized prompt generation for large language models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.922066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d2f7d12-c094-49cd-a5a8-db3f908bf504 · outbound

This paper cites Healthcare Copilot: Eliciting the Power of General LLMs for Medical Consultation.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Healthcare Copilot: Eliciting the Power of General LLMs for Medical Consultation

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.902894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 266f8cb0-8c3e-41d4-aada-bd9c01f49abb · outbound

This paper cites RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.907833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4297bff4-be68-438d-b6f3-c49fd0a69489 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.937043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b74f238-9674-4899-a13a-36cb4fee7b98 · outbound

This paper cites DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.946891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d11f54ca-3a94-43b8-bf37-206be843158d · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.886079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 77895bd3-6fc0-4a0f-b4fe-2b6dd9218827 · outbound

This paper cites DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language Models.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.927157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48ffa753-dc63-4958-bf65-b76d3d25717a · outbound

This paper cites Let Me Speak Freely? A Study on the Impact of Format Restrictions on Performance of Large Language Models.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Let Me Speak Freely? A Study on the Impact of Format Restrictions on Performance of Large Language Models

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.932057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79cf25c9-4c85-4a6e-84fd-dea6cef21504 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.827226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e3ca91f1-a07b-4b48-9ba8-3d266e3842b2 · outbound

This paper cites Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.941752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f59020a-144b-49ae-9e7d-55edd7f1c4d2 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.797188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 36d234e7-4830-480e-8ae3-04c36927a8a1 · outbound

This paper cites Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.985093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e377989-3bc1-4386-801e-e3ec770579aa · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.871824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5a94890f-9e2a-447c-bc70-0a8631f0a31b · outbound

This paper cites A Preliminary Study of o1 in Medicine: Are We Closer to an AI Doctor?.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot A Preliminary Study of o1 in Medicine: Are We Closer to an AI Doctor?

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.994378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7f3b19a-ed0c-489f-ac0c-05f6d25aa918 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.841119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a4bc83a5-18d4-4aed-a5e1-f9b272f2f323 · outbound

This paper cites Making Retrieval-Augmented Language Models Robust to Irrelevant Context.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Making Retrieval-Augmented Language Models Robust to Irrelevant Context

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:17.004001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f89a9569-8afd-4281-acdd-2543eb21ef61 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.812781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e34a2b54-3807-403c-aad0-38d6d9f66000 · outbound

This paper cites Almanac Copilot: Towards Autonomous Electronic Health Record Navigation.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Almanac Copilot: Towards Autonomous Electronic Health Record Navigation

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:17.013857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 609110aa-5f05-49b8-a781-e5a18f6d5cfb · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.759339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4cc75313-ce9c-4f24-8e43-c43aaa03784b · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.782992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 770a3ff2-5493-4975-a957-043457dd4e03 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.745438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6880ef7f-b543-48ae-845b-d4e97a166b2b · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.999443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43077e88-fb6d-4bf3-a229-d4dd9c6b5925 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.730894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 81816661-a4ba-4c11-9306-144783b5b24e · outbound

This paper cites KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering

Reference 71

Resolution: verified exact; local_arxiv, observed 2026-08-08T23:56:17.152113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7c253c6d-bc8e-424e-8b63-146dcc4b4974 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.700862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 27e9e4a4-c1e3-4646-94bd-fc51b614f3a8 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.685993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5d6fd979-7ed5-46fc-80f7-507b02061751 · outbound

This paper cites Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:17.023525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2785a1a4-0d8b-4355-8e20-7975a8d0bc4c · outbound

This paper cites Retrieval-Augmented Generation for AI-Generated Content: A Survey.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Retrieval-Augmented Generation for AI-Generated Content: A Survey

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:17.033017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e0378fe-2159-4d66-9d25-0f328a7bd4f5 · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.715565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0320cc5a-ecde-4c0d-be91-f801ff63e1bb · outbound

This paper cites an unresolved cited work.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:56:17.671070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c7633a9a-8488-4d27-a44a-a8cbde13a24a · outbound

This paper cites has_manifestation_of.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot has_manifestation_of

Reference 82

Resolution: malformed identifier; raw_fallback, observed 2026-08-08T23:56:17.656047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1bc9c004-b0a7-41cb-b397-71816c562ad1 · outbound

This paper cites In International confer- ence on machine learning.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot In International confer- ence on machine learning

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.758468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34e29604-23aa-4469-980c-8f38e1ad3ae0 · outbound

This paper cites Advances in neural information processing systems 35 (2022), 31306–31318.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Advances in neural information processing systems 35 (2022), 31306–31318

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:56:18.167123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b5e9e341-e715-49a5-84f7-ca1030b062fc · outbound

This paper cites Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection.

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-08T23:56:16.680666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a643eacf-88ee-4274-8e49-5459c040d745 · outbound

This paper cites Quantitative Biology (2024).

MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Quantitative Biology (2024)

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T23:56:17.856988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 0b7462e4-248e-4d9e-b566-6b65079c0e65 · inbound

ReCellTy: Domain-Specific Knowledge Graph Retrieval-Augmented LLMs Reasoning Workflow for Single-Cell Annotation cites this paper.

ReCellTy: Domain-Specific Knowledge Graph Retrieval-Augmented LLMs Reasoning Workflow for Single-Cell Annotation MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-22T19:05:03.582603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 172caef8-3faa-4bfe-a546-897f75e66c27 · inbound

CLARIFY: A Specialist-Generalist Framework for Accurate and Lightweight Dermatological Visual Question Answering cites this paper.

CLARIFY: A Specialist-Generalist Framework for Accurate and Lightweight Dermatological Visual Question Answering MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T16:31:34.346498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d835bdb-1e53-4371-a34c-639deefd116b · inbound

DentalBench: Benchmarking and Advancing LLMs Capability for Bilingual Dentistry Understanding cites this paper.

DentalBench: Benchmarking and Advancing LLMs Capability for Bilingual Dentistry Understanding MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T15:09:48.938120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 514f6bf9-df7f-4e94-9c6e-e22964df1620 · inbound

From Norms to Indicators (N2I-RAG): An Agentic Retrieval-Augmented Generation Framework for Legal Indicator Computation cites this paper.

From Norms to Indicators (N2I-RAG): An Agentic Retrieval-Augmented Generation Framework for Legal Indicator Computation MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T17:13:44.772506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.