Paper Citation Record · LEDGER

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis

As of 15 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 3 inbound Pith citation observations for arXiv:2412.16833.

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

pith.paper-citation-record.v1
2412.16833 v4

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:18:08.741725Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

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

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:22:52.081151Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T19:05:03.581189Z

Reference resolution

43 of 43 outbound references displayed

verified exact1
verified fuzzy9
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 50a035e4-2c90-4690-880e-52a2b90f8de5 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:08.358531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65631b62-0cd7-4bbd-9105-8566f6cc73e7 · outbound

This paper cites write newline.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:08.366155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39eeb065-0c58-47a0-95cc-88af01a0c11b · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:10.276390Z

Source-reported events for the cited work

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

Observation a086c470-840c-40ad-8abc-54a31e38eb99 · outbound

This paper cites S.; Neupane, S.; Kumar Manchukonda, H.; Golilarz, N.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis S.; Neupane, S.; Kumar Manchukonda, H.; Golilarz, N

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.243414Z

Source-reported events for the cited work

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

Observation 360bbc9a-8649-4f57-bd2f-9b51a8140c8c · outbound

This paper cites B.; and Malik, K.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis B.; and Malik, K

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.217648Z

Source-reported events for the cited work

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

Observation b5647d5c-bab7-4fe4-b125-39c461ba705a · outbound

This paper cites BioBERT: a pre-trained biomedical language representation model for biomedical text mining.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis BioBERT: a pre-trained biomedical language representation model for biomedical text mining

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:08.400097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d877f11-b9b1-446e-b505-ed1bad0d64b9 · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:10.175241Z

Source-reported events for the cited work

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

Observation 19f69c5d-19d5-476f-b004-66bed15c552e · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:10.149320Z

Source-reported events for the cited work

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

Observation c07f713a-471b-48fb-b115-673bedf29f5f · outbound

This paper cites P.; Ye, C.; Swiers, R.; Engkvist, O.; Bender, A.; Hoyt, C.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis P.; Ye, C.; Swiers, R.; Engkvist, O.; Bender, A.; Hoyt, C

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:10.121231Z

Source-reported events for the cited work

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

Observation 49165ecd-56c0-47cb-80ab-b6b96445212d · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:10.094008Z

Source-reported events for the cited work

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

Observation cc750755-d16b-4a1e-8ffa-dc434cab8e3d · outbound

This paper cites Language Models are Few-Shot Learners.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Language Models are Few-Shot Learners

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:08.449794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54875485-d873-41e2-979f-e27850e6dd8d · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:10.066964Z

Source-reported events for the cited work

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

Observation ce931e60-f64d-4b08-b861-4f52a2a8cdac · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:10.042984Z

Source-reported events for the cited work

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

Observation 0fae1839-765e-4d47-8bb1-7caa3f9950d9 · outbound

This paper cites Medical mT5: An Open-Source Multilingual Text-to-Text LLM for The Medical Domain.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Medical mT5: An Open-Source Multilingual Text-to-Text LLM for The Medical Domain

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:08.467158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21b41788-d414-47a6-bd6e-de6aed121a7b · outbound

This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Large Language Model based Multi-Agents: A Survey of Progress and Challenges

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:08.474374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 584ebcc0-4c08-408b-8799-c3cdc970b334 · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:10.017163Z

Source-reported events for the cited work

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

Observation 23259776-ede6-4aa2-b50b-2dd137a6dcc0 · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:09.953973Z

Source-reported events for the cited work

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

Observation 69edf6d5-26d9-4574-8b20-652434b81b6e · outbound

This paper cites Mitigating Hallucinations of Large Language Models in Medical Information Extraction via Contrastive Decoding.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Mitigating Hallucinations of Large Language Models in Medical Information Extraction via Contrastive Decoding

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-11T10:18:09.135045Z

Source-reported events for the cited work

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

Observation 48204fe7-7c1d-44cc-a0e0-85294a03af66 · outbound

This paper cites J.; Ruchkin, I.; and Zheng, X.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis J.; Ruchkin, I.; and Zheng, X

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:09.897648Z

Source-reported events for the cited work

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

Observation 792240e7-d64a-434c-a948-f62f32b9efba · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:09.862983Z

Source-reported events for the cited work

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

Observation 7f118340-91b0-4476-9e71-0a4e3b9787a5 · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:09.830162Z

Source-reported events for the cited work

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

Observation 8d1a2af5-9252-4c73-8a91-e7f07d167cc0 · outbound

This paper cites C.; Sanderson, D.; Mart \' nez-Arellano, G.; and Ratchev, S.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis C.; Sanderson, D.; Mart \' nez-Arellano, G.; and Ratchev, S

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:09.810051Z

Source-reported events for the cited work

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

Observation dc61bb63-de90-47b7-bcc7-7efc81810b07 · outbound

This paper cites Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:08.555710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50b0625c-6fd0-4a8d-aacc-feb306559494 · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:09.788040Z

Source-reported events for the cited work

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

Observation e0c6d661-ce3c-4d49-806d-cf76f68a0419 · outbound

This paper cites GPT-4 Technical Report.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis GPT-4 Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:08.570275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7389260b-c259-4d92-b5d0-d4997969129c · outbound

This paper cites G.; Amod, A.; and Kumar, S.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis G.; Amod, A.; and Kumar, S

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:09.743015Z

Source-reported events for the cited work

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

Observation 5540514c-a137-42a9-a4c8-755a0453a780 · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:09.720131Z

Source-reported events for the cited work

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

Observation e36f1cbc-3dbe-4119-9365-7fa59c330f82 · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:09.670432Z

Source-reported events for the cited work

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

Observation ec24055a-0135-49db-a334-2da3684ade33 · outbound

This paper cites L.; Ma, J.; et al.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis L.; Ma, J.; et al

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:09.647298Z

Source-reported events for the cited work

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

Observation 5c2a1cde-e7a7-4bfd-bc61-74a0f206a16b · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:09.614591Z

Source-reported events for the cited work

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

Observation e9319753-cc6b-4a8b-8a1e-7fb0b46df562 · outbound

This paper cites S.; Wei, J.; Chung, H.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis S.; Wei, J.; Chung, H

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:09.587006Z

Source-reported events for the cited work

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

Observation f83c2b39-a303-4c5f-b41b-06c376f4d1e2 · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:09.557194Z

Source-reported events for the cited work

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

Observation 5c1e6915-5c35-4c11-881b-0b508906a1d7 · outbound

This paper cites W.; Yung, K.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis W.; Yung, K

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:18:09.530734Z

Source-reported events for the cited work

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

Observation 07cd9410-5910-4522-a2d1-e31647da40af · outbound

This paper cites A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:08.662207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6aec6bcb-fe10-4213-8d42-1a89727c998b · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis LLaMA: Open and Efficient Foundation Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:08.674123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a242592d-6dad-4dea-b3d0-1649e103758c · outbound

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

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:08.685690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecb41909-73a6-4196-979a-ea6645404803 · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:09.492512Z

Source-reported events for the cited work

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

Observation 60756645-be22-40f6-b860-f478ee9ceb4e · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:09.462681Z

Source-reported events for the cited work

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

Observation 0dee8c77-5b7d-4306-97d5-88440dc47d2b · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:09.417648Z

Source-reported events for the cited work

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

Observation 6fb335a2-10d3-436f-a8f6-101d3a647661 · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:09.395903Z

Source-reported events for the cited work

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

Observation f8019d56-6ef2-4afc-a89f-2a5c82b40a78 · outbound

This paper cites an unresolved cited work.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:18:09.350728Z

Source-reported events for the cited work

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

Observation 7ad24faa-0347-4752-9904-db3e9fdf834a · outbound

This paper cites MedHallBench: A New Benchmark for Assessing Hallucination in Medical Large Language Models.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis MedHallBench: A New Benchmark for Assessing Hallucination in Medical Large Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:08.734883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5299a459-4ff8-4967-a09f-48f6efbcddac · outbound

This paper cites Satisfactory Medical Consultation based on Terminology-Enhanced Information Retrieval and Emotional In-Context Learning.

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis Satisfactory Medical Consultation based on Terminology-Enhanced Information Retrieval and Emotional In-Context Learning

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T10:18:08.741725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9b8b2766-b253-4acd-87cd-8976f0bdebc5 · inbound

MedHallBench: A New Benchmark for Assessing Hallucination in Medical Large Language Models cites this paper.

MedHallBench: A New Benchmark for Assessing Hallucination in Medical Large Language Models KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:52.081151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b516e20d-da37-4f12-8502-ebc42d3a2284 · 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 KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-22T19:05:03.582812Z

Source-reported events for the cited work

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

Observation bd3cda01-e4cb-406a-9997-9924ec2451bf · inbound

Reasoning LLMs in the Medical Domain: A Literature Survey cites this paper.

Reasoning LLMs in the Medical Domain: A Literature Survey KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T15:59:40.990268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.