Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-29T05:04:46.900824Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2606.25651.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-29T05:04:46.900824Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation abbdaf5f-195e-4c79-9de9-8b81590d609a · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Overview of the mediqa-corr 2024 shared task on medical error detection and correction
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c951675b-c08d-4bfb-8b0c-fe7e4ec5d58d · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction MEDEC: A benchmark for medical error detection and correction in clinical notes
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 173e64c4-691a-4401-8c22-a62b4dc3463e · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction The challenge of uncertainty quantification of large language models in medicine
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0886c1e4-d041-459e-ae5b-3a0fa69d5772 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52e87d35-a8b2-4b41-a06c-24a77e3e8063 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction https://arxiv.org/abs/2412.12475
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 88c8c6e6-d07c-4106-a859-2172ce3f691a · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Mederrbench: A fine-grained multilingual benchmark for medical error detection and correction with clinical expert annotations
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fce469b-79c4-443b-a2ad-c51cac36df1e · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Iryonlp at MEDIQA-CORR 2024: Tackling the medical error detection & correction task on the shoulders of medical agents
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbd5a092-88bd-4123-ad65-b475679af180 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Development of a human evaluation framework and correlation with automated metrics for natural language generation of medical diagnoses.medRxiv, 2024
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b53f6d75-ede0-448f-a730-ff9d9fa978f1 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction MedArabiQ: Benchmarking Large Language Models on Arabic Medical Tasks
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f97e417f-6820-4699-92d0-5ff8c7828d75 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction From text to treatment: the crucial role of validation for generative large language models in health care.The Lancet Digital Health, 6(7):e441–e443, 2024
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4af7cef5-4d9a-4941-9a0f-831ded3c9a0e · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Deepseek-v3
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05546f0e-3063-4b2f-abdc-42c0ad279a53 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Doubao-1.5-thinking-pro.https://console.volcengine
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ced4029-8962-4d6c-a70f-bf6870b700ff · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95dda705-e9aa-4f8b-9d4b-fbcc71105bbd · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction QAFactEval: Improved QA-Based Factual Consistency Evaluation for Summarization
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cc442a09-651f-421a-83cc-2c584ed786cf · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Summarizing patients’ problems from hospital progress notes using pre-trained sequence-to-sequence models
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dced1bec-cd9b-41e5-992f-8148a6d60d03 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Gemini 2.0 and 2.5 flash models
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7124a658-deb9-4054-a9be-bd8f1ac2b5b6 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Ascleai: A llm-based clinical note management system for enhancing clinician productivity
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02d8f4f7-b32c-4533-a2f0-198445b5287c · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Out-of-distribution Detection in Medical Image Analysis: A survey
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5d656b8b-ca3f-4bb5-98b0-82811a2cb558 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction What disease does this patient have? a large-scale open domain question answering dataset from medical exams.Applied Sciences, 11(14):6421, 2021
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5509ee01-cfdb-4f50-99c0-ad44ebafe8b5 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Mdagents: An adaptive collaboration of llms for medical decision-making.Advances in Neural Information Processing Systems, 37:79410–79452, 2024
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7162e6b-cc3f-4ab9-831a-5bc8fcb7a6a8 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Retrieval-augmented generation for knowledge-intensive nlp tasks.Advances in neural information processing systems, 33:9459–9474, 2020
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 595bb8cb-aae7-41b1-ab92-9f8b5508bd48 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Camel: Communicative agents for" mind" exploration of large language model society.Advances in Neural Information Processing Systems, 36:51991–52008, 2023
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13c1aa3c-a5f3-4c61-9796-e91a614742e9 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction ROUGE: A package for automatic evaluation of summaries
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbd583ff-f3c4-4c16-ae5a-9a0a8d54bde3 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Self-Alignment Pretraining for Biomedical Entity Representations
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e774c919-df1d-4f3f-91dc-df21197f5ea4 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction A generalist medical language model for disease diagnosis assistance.Nature medicine, 31(3):932–942, 2025
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cddd937c-79c2-42b8-9972-58a212916411 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction On Faithfulness and Factuality in Abstractive Summarization
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cb0dd28b-e908-435e-8234-af0269d728b0 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction A comprehensive overview of large language models.ACM Transactions on Intelligent Systems and Technology, 16(5):1–72, 2025
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe575d8b-aff9-4012-8966-2e5c186e8d7d · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Why We Need New Evaluation Metrics for NLG
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d83b3148-fd0d-46ab-9262-eaf66afddd41 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Gpt-4o-mini model card
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82dc96cd-6b1d-4925-ac4c-01b6cb7e205a · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Bleu: a method for automatic evaluation of machine translation
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0001342e-df39-40e4-a08b-fd843cf1702b · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Unresolved cited work
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d33b80cb-8e5b-4406-ad48-9821c1572a2e · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Unresolved cited work
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 868d5441-2cc6-43a5-bc4a-42147944ae2b · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Em_mixers at mediqa-corr 2024: Knowledge-enhanced few-shot in-context learning for medical error detection and correction
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d53e2726-20fc-48bd-a644-3fbdf54ff3da · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Medifact at MEDIQA-CORR 2024: Why AI needs a human touch
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99d66108-04e9-42bc-9980-0a5fb58ab1c2 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 90f2c756-a8a0-4079-ad9e-e27d1778db29 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Unresolved cited work
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79552e12-e30b-4b71-9590-ccff59a0e2a2 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Trustworthy and practical ai for healthcare: A guided deferral system with large language models
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 861201fa-4335-4878-9934-6f584643e4b5 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Large language models in medicine.Nature medicine, 29(8):1930–1940, 2023
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2840945-42c4-47a2-96e5-b0fca1412a0b · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Hse nlp team at mediqa-corr 2024 task: In-prompt ensemble with entities and knowledge graph for medical error correction
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56132def-a07a-4a0d-bd21-9614252e4c89 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d6ba0e10-f74f-47bc-a6c5-68359c3ab006 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Le, Ed H
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1740e777-e734-4dd8-9bc7-e52b31bf5cbd · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Chain-of-thought prompting elicits reasoning in large language models
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e98bc808-8ba4-40cc-bc12-da5af0155765 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Physician-and large language model–generated hospital discharge summaries
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff721d3d-4b20-4e88-a773-93ee95af7974 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Autogen: Enabling next-gen llm applications via multi-agent conversations
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70510be9-d45d-4d0f-b676-99c91de3cb50 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Knowlab_aimed at mediqa-corr 2024: Chain-of-though (cot) prompting strategies for medical error detection and correction
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98c22038-5f58-4c91-9664-5d63ffffb448 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Unilog: Automatic logging via llm and in-context learning
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2527cd58-1783-43bb-8051-d7b9334ddf4f · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Unresolved cited work
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bdd7d5d7-3001-4341-b19a-15a53326dc7e · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction A large language model for electronic health records.NPJ digital medicine, 5(1):194, 2022
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b58e244-257a-4983-ac53-df5a0ee32156 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Chatdiet: Empowering personalized nutrition-oriented food recommender chatbots through an llm-augmented framework.Smart Health, 32:100465, 2024
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3529a3a-6d3f-467d-97f9-eea527b123d1 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Tree of thoughts: Deliberate problem solving with large language models.Ad- vances in neural information processing systems, 36:11809–11822, 2023
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b94e3f2f-7035-4b2b-a008-25dd53c3338c · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction A Multimodal Multi-Agent Framework for Radiology Report Generation
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 89e2f023-f289-48cf-9a34-340257674534 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Clinicalagent: Clinical trial multi-agent system with large language model-based reasoning
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84804261-c526-4063-9765-fa395d390f1d · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Weinberger, and Yoav Artzi
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67b990c3-04cc-476e-9311-360820671bd7 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction Kg4diagnosis: A hierarchical multi-agent llm framework with knowledge graph enhancement for medical diagnosis
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44b02838-a7de-44f8-919e-7ac5ac4135a3 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction sepsis” is not treated as a keyword because it represents an existing diagnosis at admission (“Mr. <NAME/> was treated for sepsis, present on admission
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ee25244-d3a2-40b3-a0b1-4c31a0b1cc82 · outbound
MedGuards: Multi-Agent System for Reliable Medical Error Detection and Correction CORRECT". If the text has a medical error return one word
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.