Paper Citation Record · LEDGER

Med42-v2: A Suite of Clinical LLMs

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 36 inbound Pith citation observations for arXiv:2408.06142.

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

pith.paper-citation-record.v1
2408.06142 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 36 of 36 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:45:16.173481Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T16:48:40.002141Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c9a9d99e-446e-4b53-ad97-b37557536226 · inbound

MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization cites this paper.

MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization Med42-v2: A Suite of Clinical LLMs

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-11T20:04:44.062326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d57cfc40-a8d4-4b9a-bce4-53059ca84128 · inbound

Bridging Language Barriers in Healthcare: A Study on Arabic LLMs cites this paper.

Bridging Language Barriers in Healthcare: A Study on Arabic LLMs Med42-v2: A Suite of Clinical LLMs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T19:41:02.122834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6bbba58-b7d9-4f88-8f19-c626405cc6d5 · inbound

MeDiSumQA: Patient-Oriented Question-Answer Generation from Discharge Letters cites this paper.

MeDiSumQA: Patient-Oriented Question-Answer Generation from Discharge Letters Med42-v2: A Suite of Clinical LLMs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T05:15:41.416712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fba3c3ee-c576-4693-8856-a7b743141071 · inbound

OntoTune: Ontology-Driven Self-training for Aligning Large Language Models cites this paper.

OntoTune: Ontology-Driven Self-training for Aligning Large Language Models Med42-v2: A Suite of Clinical LLMs

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T19:12:42.210944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9635c7ba-dacb-4501-b06f-eee813c20d76 · inbound

Automatic Evaluation of Healthcare LLMs Beyond Question-Answering cites this paper.

Automatic Evaluation of Healthcare LLMs Beyond Question-Answering Med42-v2: A Suite of Clinical LLMs

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T14:46:29.571758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9dbf016-58b1-43e3-a1a2-47e2d530f862 · inbound

Caught in the Web of Words: Do LLMs Fall for Spin in Medical Literature? cites this paper.

Caught in the Web of Words: Do LLMs Fall for Spin in Medical Literature? Med42-v2: A Suite of Clinical LLMs

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-23T03:15:21.318013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3609aa5e-9fa6-47f4-b37e-3cf708a4b647 · inbound

Medicine on the Edge: Comparative Performance Analysis of On-Device LLMs for Clinical Reasoning cites this paper.

Medicine on the Edge: Comparative Performance Analysis of On-Device LLMs for Clinical Reasoning Med42-v2: A Suite of Clinical LLMs

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T23:11:01.069104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fce0ff4f-e365-476d-9541-4b155c44fc0d · inbound

PatientDx: Merging Large Language Models for Protecting Data-Privacy in Healthcare cites this paper.

PatientDx: Merging Large Language Models for Protecting Data-Privacy in Healthcare Med42-v2: A Suite of Clinical LLMs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T10:45:16.173481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d62aff13-849b-4a47-89cf-db1b5957bad8 · inbound

The Aloe Family Recipe for Open and Specialized Healthcare LLMs cites this paper.

The Aloe Family Recipe for Open and Specialized Healthcare LLMs Med42-v2: A Suite of Clinical LLMs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T23:36:29.830618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4750ead2-19f4-4399-93c6-8d799ab75627 · inbound

Assessing and Mitigating Medical Knowledge Drift and Conflicts in Large Language Models cites this paper.

Assessing and Mitigating Medical Knowledge Drift and Conflicts in Large Language Models Med42-v2: A Suite of Clinical LLMs

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-15T22:11:19.458291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eda3edaf-b7f7-44a1-8d7d-34eec76cafa3 · inbound

Diagnosing our datasets: How does my language model learn clinical information? cites this paper.

Diagnosing our datasets: How does my language model learn clinical information? Med42-v2: A Suite of Clinical LLMs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:29:05.268413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5cbe5b7-9e70-4614-b1eb-41b82994c545 · inbound

Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models cites this paper.

Spurious Correlations and Beyond: Understanding and Mitigating Shortcut Learning in SDOH Extraction with Large Language Models Med42-v2: A Suite of Clinical LLMs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:14:08.078563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a8cf196-9e57-404c-9580-351919d5c879 · inbound

Evaluating LLMs Across Multi-Cognitive Levels: From Medical Knowledge Mastery to Scenario-Based Problem Solving cites this paper.

Evaluating LLMs Across Multi-Cognitive Levels: From Medical Knowledge Mastery to Scenario-Based Problem Solving Med42-v2: A Suite of Clinical LLMs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:33.170913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e62a045e-f646-4acd-a191-19492e020173 · inbound

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning cites this paper.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Med42-v2: A Suite of Clinical LLMs

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.307708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e67a81bc-4767-41e5-ae98-d45116476693 · inbound

HIVMedQA: Benchmarking large language models for HIV medical decision support cites this paper.

HIVMedQA: Benchmarking large language models for HIV medical decision support Med42-v2: A Suite of Clinical LLMs

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.536520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eedd601d-1d19-4573-ab51-44bbf00c34ed · inbound

Quantized Large Language Models in Biomedical Natural Language Processing: Evaluation and Recommendation cites this paper.

Quantized Large Language Models in Biomedical Natural Language Processing: Evaluation and Recommendation Med42-v2: A Suite of Clinical LLMs

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T10:38:34.753456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81ee0bd1-af98-4a0b-9936-98d704f48c96 · inbound

ECG Foundation Models and Medical LLMs for Agentic Cardiovascular Intelligence at the Edge: A Review and Outlook cites this paper.

ECG Foundation Models and Medical LLMs for Agentic Cardiovascular Intelligence at the Edge: A Review and Outlook Med42-v2: A Suite of Clinical LLMs

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:28:14.282605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2b07d6e3-84c9-4ef7-ab71-5b7d3b3899d8 · inbound

CareTransition-Audit: A Benchmark to Audit Discharge Summaries for Efficient Care Transitions cites this paper.

CareTransition-Audit: A Benchmark to Audit Discharge Summaries for Efficient Care Transitions Med42-v2: A Suite of Clinical LLMs

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:50:54.835212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5e8a5294-a4cb-4c80-8ef2-76f4ccf87a5a · inbound

Medical Reasoning with Large Language Models: A Survey and MR-Bench cites this paper.

Medical Reasoning with Large Language Models: A Survey and MR-Bench Med42-v2: A Suite of Clinical LLMs

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-05-15T10:25:26.681556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4332227e-a60c-4756-bea6-4cb79bf6c679 · inbound

FairEnc: A Fair Vision-Language Model with Fair Vision and Text Encoders for Glaucoma Detection cites this paper.

FairEnc: A Fair Vision-Language Model with Fair Vision and Text Encoders for Glaucoma Detection Med42-v2: A Suite of Clinical LLMs

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T18:11:07.279039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b9699317-9501-472a-a022-e37f9890f019 · inbound

TheraAgent: Self-Improving Therapeutic Agent for Precise and Comprehensive Treatment Planning cites this paper.

TheraAgent: Self-Improving Therapeutic Agent for Precise and Comprehensive Treatment Planning Med42-v2: A Suite of Clinical LLMs

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T19:51:11.712935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d191f16f-33c2-4b92-801d-31de8f718847 · inbound

Overview of the MedHopQA track at BioCreative IX: track description, participation and evaluation of systems for multi-hop medical question answering cites this paper.

Overview of the MedHopQA track at BioCreative IX: track description, participation and evaluation of systems for multi-hop medical question answering Med42-v2: A Suite of Clinical LLMs

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-13T04:57:17.826075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6765c1b8-32ac-4c5c-be53-cfa82823eff5 · inbound

MHGraphBench: Knowledge Graph-Grounded Benchmarking of Mental Health Knowledge in Large Language Models cites this paper.

MHGraphBench: Knowledge Graph-Grounded Benchmarking of Mental Health Knowledge in Large Language Models Med42-v2: A Suite of Clinical LLMs

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T19:23:41.027834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c320ff4f-391f-4ec8-98ca-058ab5fef17c · inbound

What Do Biomedical NER and Entity Linking Benchmarks Measure? A Corpus-Centric Diagnostic Framework cites this paper.

What Do Biomedical NER and Entity Linking Benchmarks Measure? A Corpus-Centric Diagnostic Framework Med42-v2: A Suite of Clinical LLMs

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-05-21T06:34:00.745092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4bcd002c-2a04-49fd-9b36-e380a3bea8fb · inbound

C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning cites this paper.

C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning Med42-v2: A Suite of Clinical LLMs

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:53:26.960312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 422e3310-1642-432c-beb0-e4a65a6f912b · inbound

C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning cites this paper.

C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning Med42-v2: A Suite of Clinical LLMs

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-04T05:01:11.039487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0659c108-4c42-41f6-b1f3-6e8399c6e959 · inbound

EHRBench: An Automated and Reliable EHR-based Benchmark for Clinical Decision Making with LLMs cites this paper.

EHRBench: An Automated and Reliable EHR-based Benchmark for Clinical Decision Making with LLMs Med42-v2: A Suite of Clinical LLMs

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-06-29T06:43:10.383137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c29d0ce2-6162-404a-b788-0602ae6d914e · inbound

Selective Token-Level Cryptographic Redaction for Privacy-Preserving Clinical Deployment of Large Language Models cites this paper.

Selective Token-Level Cryptographic Redaction for Privacy-Preserving Clinical Deployment of Large Language Models Med42-v2: A Suite of Clinical LLMs

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:06:30.163442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c278c480-3c7d-4729-af2d-4bc9deddeeed · inbound

SurgiQ: A Large-Scale Multi-Domain Benchmark for Evaluating Surgical Understanding in Large Language Models cites this paper.

SurgiQ: A Large-Scale Multi-Domain Benchmark for Evaluating Surgical Understanding in Large Language Models Med42-v2: A Suite of Clinical LLMs

Reference 71

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T21:37:25.187186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 56131342-1be5-4f59-9839-95f82e19525a · inbound

LLM-Powered Personalized Glycemic Assessment in Type 2 Diabetes with Wearable Sensor Data cites this paper.

LLM-Powered Personalized Glycemic Assessment in Type 2 Diabetes with Wearable Sensor Data Med42-v2: A Suite of Clinical LLMs

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-03T10:37:56.779182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2a90451d-9631-45a7-b1a2-bf49eb1d8611 · inbound

LLM Evolution as an Industry-Scale Ecosystem: A Lifecycle Perspective on Continual Learning cites this paper.

LLM Evolution as an Industry-Scale Ecosystem: A Lifecycle Perspective on Continual Learning Med42-v2: A Suite of Clinical LLMs

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-03T16:48:40.003350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 50e65aae-e0c1-45ee-99ad-27f3a1d3143d · inbound

The strength of clinical evidence is recoverable from language model representations but not from their stated grades cites this paper.

The strength of clinical evidence is recoverable from language model representations but not from their stated grades Med42-v2: A Suite of Clinical LLMs

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-06-30T09:34:34.601472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 35a45cdf-3e1b-4113-88c9-caa7043fc908 · inbound

Ask Before You Diagnose: Safe-Psych, a Sequential Evaluation Benchmark for LLMs in Psychiatry cites this paper.

Ask Before You Diagnose: Safe-Psych, a Sequential Evaluation Benchmark for LLMs in Psychiatry Med42-v2: A Suite of Clinical LLMs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T14:51:06.027559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cd74f69-0179-4fa6-a5df-bcd15efd4c2d · inbound

Auditing Evidence Use in Medical LLM Diagnosis cites this paper.

Auditing Evidence Use in Medical LLM Diagnosis Med42-v2: A Suite of Clinical LLMs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T09:13:07.638088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e8b1707-7795-4913-bb43-ba4cb82f5e6d · inbound

MedJudgeRAG: Option-Wise Evidence Judgment with Dynamic Knowledge Graphs for Medical MCQA cites this paper.

MedJudgeRAG: Option-Wise Evidence Judgment with Dynamic Knowledge Graphs for Medical MCQA Med42-v2: A Suite of Clinical LLMs

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T06:12:09.788656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15046fd7-d792-4207-a367-113cfc68fe9a · inbound

Don't `Well, Actually' Me Unless You Know What You're Talking About: Weak Presupposition Verification Degrades General QA Performance cites this paper.

Don't `Well, Actually' Me Unless You Know What You're Talking About: Weak Presupposition Verification Degrades General QA Performance Med42-v2: A Suite of Clinical LLMs

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-10T04:22:27.159717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.