Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-19T03:12:23.075137Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2507.21159.
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 2026-05-19T03:12:23.075137Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 01a8c306-92cc-4c57-910f-1ae0fe868f83 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Training language models to follow instructions with human feedback
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e040ab60-9071-4270-8f23-de65e62ecffa · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making GPT-4 Technical Report
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 77f57448-c0a0-48d4-9446-6a091bee1ae2 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Are more llm calls all you need? towards the scaling properties of compound ai systems
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 39939b33-4d93-4ecb-8f6b-6b89b96df724 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Can large language models provide useful feedback on research papers? a large-scale empirical analysis
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d91c41bb-44d1-425d-b4d5-142a00d9eff7 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Optimizing generative ai by backpropagating language model feedback
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 827d93ea-f5bd-4893-b4ce-ac3065ae49af · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Large language models in medicine.Nature medicine, 29(8):1930–1940
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a8702bc9-21a1-43e7-a92e-f6b230136c0f · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Knowledge-infused prompting improves clinical text generation with large language models
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 66114fce-368a-4205-9ba9-4e2eef07eb6e · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Mediq: Question-asking llms and a benchmark for reliable interactive clinical reasoning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 665dae3b-79b9-4fc2-ad76-eac608652f80 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Gpt versus resident physicians—a benchmark based on official board scores
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 13ec2966-c4c9-496c-94e3-2b6e83937fc9 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making MAP: Evaluation and Multi-Agent Enhancement of Large Language Models for Inpatient Pathways
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 673c21c4-f926-4285-a6dd-c2fafbcc9ef5 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Mixture-of-agents enhances large language model capabilities
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a30a084c-85a0-450d-bb73-961ca7aeabfa · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Camel: Communicative agents for" mind" exploration of large language model society
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 848ea894-321a-47dd-ab6d-4032138a471a · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Encouraging divergent thinking in large language models through multi- agent debate
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 722ff730-6776-4cc1-9b8d-d810e7e99760 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Chateval: Towards better LLM-based evaluators through multi-agent debate
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4793839b-2c5b-4646-b6ea-c7e1c761c503 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Exploring collaboration mechanisms for LLM agents: A social psychology view
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a4a79d10-f1f0-457f-aa70-0c5979af362b · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Multi-llm debate: Framework, principals, and interventions
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b0c491f7-e9ed-4ab6-96d0-a47cf7a7608c · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Don’t hallucinate, abstain: Identifying llm knowledge gaps via multi-llm collaboration
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0b82ff4d-a9b5-4c88-8916-9677970d05f1 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Improv- ing factuality and reasoning in language models through multiagent debate
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c6e1b00e-c859-4a1a-b896-c15f9330d962 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial?
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0bc4232e-6bbd-4208-b758-6b7d2d4ffd2f · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Reducing the global burden of tuberculosis: the contribution of improved diagnostics
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8c014c48-6928-49ab-bcc6-073bc93566e0 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Artificial intelligence system reduces false-positive findings in the interpretation of breast ultrasound exams
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 34af4e9d-b818-4a6d-8e6d-f114028a81b9 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Enhancing the reliability and accuracy of ai-enabled diagnosis via complementarity-driven deferral to clinicians
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b6f20d60-ecbb-487c-8f9e-6742aaa8d910 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Mdagents: An adaptive collaboration of llms for medical decision-making
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 21fbb3b7-aeab-40cd-b555-c3fc71eb5d52 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Mitigating overconfidence in large language models: A behavioral lens on confidence estimation and calibration
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation dd6b9281-ae69-4220-8292-9b9c201dff86 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Chain-of-thought prompting elicits reasoning in large language models
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 59e6e4a4-6250-457d-a278-ea03efbc2ed0 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Least-to-Most Prompting Enables Complex Reasoning in Large Language Models
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 762ece13-785c-4b8a-a650-64edd606254a · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Tree of thoughts: Deliberate problem solving with large language models
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8db51e4f-b2ea-4e16-b7b3-65e9acefea2a · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Graph of thoughts: Solving elaborate problems with large language models
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c86bac3c-036d-47cb-90f8-7c7cfab3648c · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Skeleton-of- thought: Large language models can do parallel decoding
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f053f4a4-72df-4d98-b8be-3b29c559fa63 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making A survey on large language model based autonomous agents
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5f33247e-416a-4c07-9766-7e8a90369af0 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Rethinking the bounds of llm reasoning: Are multi-agent discussions the key? In 62nd Annual Meeting of the Association for Computational Linguistics, ACL 2024, pages 6106–6131
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 25bec8f1-f6ad-4218-a82d-0bbe9733f004 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3a113a72-bc2c-4348-b098-dfa0b51f79d2 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 72cf22e9-e4cb-410a-b976-b44d581161b1 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making ReConcile: Round-Table Conference Improves Reasoning via Consensus among Diverse LLMs
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 22f9d8be-9722-43fb-a13d-e087432c7e50 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Improving Language Model Negotiation with Self-Play and In-Context Learning from AI Feedback
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cd84999d-2337-40f6-9a8e-25b33e6b7e46 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making rapidfuzz/rapidfuzz: Release 3.8.1, April 2024
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b21bc2af-4963-48d3-acfe-22523c49cfe5 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Binary codes capable of correcting deletions, insertions, and reversals
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4d81e702-52ce-4d17-9e0b-8a4e7def0051 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Mmlu-pro: A more robust and challenging multi-task language understanding benchmark
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a980f303-688b-43bb-b6d4-0493406b93c1 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Phi-4 Technical Report
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ebeb1ba5-48aa-4442-aa8f-c3cbef96ce5d · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Qwen2.5 Technical Report
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a61d1b9f-ac2b-44ac-b3a3-bd3c58f6a6dd · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Qwq-32b: Embracing the power of reinforcement learning, March 2025
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e3b5f702-9dfa-4588-b762-fdb3867d4040 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Open thoughts, February 2025
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4c4213cc-e454-4ed4-bddb-a4d90fa7aa5f · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8a44a690-44ee-42ec-85c9-4236776593e6 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Introducing meta llama 3: The most capable openly available llm to date
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0d74489f-431b-4333-80fb-70f2f5ccf157 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Qwen Technical Report
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6d8bbee5-2d40-4473-8916-ad9ac7a2f1e3 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Introducing dbrx: A new state-of-the-art open llm
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 61c8758c-05f3-44df-86c9-bb92fc155461 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Mixtral of Experts
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ca2da5b2-3204-42b2-94d3-89e2f81ab156 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making WizardLM: Empowering large pre-trained language models to follow complex instructions
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 696d599d-cc94-4ee4-a9ba-22139273c2ed · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0aae29f4-fb71-425a-b35b-6406a6f2c442 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Statistical problems in assessing methods of medical diagnosis, with special reference to x-ray techniques
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 00f02aba-a1c5-4e26-a8ee-9ba03e9e7379 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Sensitivity and specificity revisited: significance of the terms in analytic and diagnostic language
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 50e070e2-3ace-4bbe-8c44-5b0db3cc0d11 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Comparison of the predicted and observed secondary structure of t4 phage lysozyme
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7f28083a-4ec2-4dd3-a5c4-96fedaa2dfbc · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Interrater reliability: the kappa statistic
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 06313702-07c5-43ce-9cde-b0197345c0b8 · outbound
MAC: Masked Agent Collaboration Boosts Large Language Model Medical Decision-Making Llm-topla: Efficient llm ensemble by maximising diversity
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
No inbound Pith citation observations are available.