Paper Citation Record · LEDGER

HIVMedQA: Benchmarking large language models for HIV medical decision support

As of 7 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 1 inbound Pith citation observation for arXiv:2507.18143.

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

pith.paper-citation-record.v1
2507.18143 v2

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:42:18.697628Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T23:18:59.283834Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T23:24:01.661042Z

Reference resolution

61 of 61 outbound references displayed

verified exact1
verified fuzzy21
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d00093d7-01e1-48eb-bb8c-7a925d5f04f4 · outbound

This paper cites & Topol, E.

HIVMedQA: Benchmarking large language models for HIV medical decision support & Topol, E

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:20.345475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cbade836-7e62-48fc-a0c6-56b58dc1a4dc · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:20.324802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8cb3275f-2cd7-4c1e-87aa-50b5aa0d57b9 · outbound

This paper cites & Taylor, R.

HIVMedQA: Benchmarking large language models for HIV medical decision support & Taylor, R

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:20.301557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a07a9f0c-7f11-4a62-aac3-8816d3a708b3 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:20.279241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7ab591a6-d8c3-434a-a2e7-c59205dfc5b0 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:20.258544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d1145283-b369-458e-8b44-981598025c41 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:20.238457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3bfe12e4-5e2b-4491-a1f7-701e880d3e76 · outbound

This paper cites Large language models improve clinical decision making of medical students through patient simulation and structured feedback: a randomized controlled trial.

HIVMedQA: Benchmarking large language models for HIV medical decision support Large language models improve clinical decision making of medical students through patient simulation and structured feedback: a randomized controlled trial

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:20.216975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9850c560-7d20-4d05-8d5e-bf9bf6e0f933 · outbound

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

HIVMedQA: Benchmarking large language models for HIV medical decision support Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.370147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b520f252-391d-40a0-bada-e08f7a2c7906 · outbound

This paper cites & Petro, J.

HIVMedQA: Benchmarking large language models for HIV medical decision support & Petro, J

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:20.195521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a43450ec-d55d-429d-a722-69591d5051e0 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:20.169555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b9cd8862-9e6b-4482-940d-86bda2612c4e · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:20.147090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6d58057c-469f-4d10-a7ea-6dfd1cfea59f · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:20.112418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a0268c01-e7f3-4dd3-b561-f2d9bc5a82d7 · outbound

This paper cites & Chow, C.

HIVMedQA: Benchmarking large language models for HIV medical decision support & Chow, C

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:20.078979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4258786c-ff17-458e-9d9a-3d0308c087c1 · outbound

This paper cites & Dussault, G.

HIVMedQA: Benchmarking large language models for HIV medical decision support & Dussault, G

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:20.049365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation df319221-9d75-4762-b780-023922aa6af9 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:20.027482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4144b980-0807-4326-83eb-902099f163dd · outbound

This paper cites S., Link, K.

HIVMedQA: Benchmarking large language models for HIV medical decision support S., Link, K

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.996200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8b1b808f-b918-46e3-90b2-adf5a6666d7f · outbound

This paper cites A., Lester, J.

HIVMedQA: Benchmarking large language models for HIV medical decision support A., Lester, J

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.975130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e9b44823-ec67-431b-95af-2be9221ba3cb · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.951455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 194980ef-8d66-47ce-885c-05672c89046a · outbound

This paper cites MEDIC: Comprehensive Evaluation of Leading Indicators for LLM Safety and Utility in Clinical Applications.

HIVMedQA: Benchmarking large language models for HIV medical decision support MEDIC: Comprehensive Evaluation of Leading Indicators for LLM Safety and Utility in Clinical Applications

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.438834Z

Source-reported events for the cited work

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Observation 283e7acc-25df-4505-9085-9bf869211366 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.927167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b09057d3-9bd3-4014-bb7d-26f8b9c2eb2f · outbound

This paper cites AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments.

HIVMedQA: Benchmarking large language models for HIV medical decision support AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.449467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbbbf14a-1c89-4f74-8a0b-584165d72658 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.900924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 54eaaba1-7eaa-4eb1-97b4-c421d08e0230 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 23

Resolution: verified exact; doi, observed 2026-08-06T14:42:18.753396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7100ea01-68b9-4964-9fa2-cf8de4a11d86 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.881456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 905063a4-eb7c-40f9-a37b-15af8cd2b7b2 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.478987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30d1fa25-0606-4c56-873c-e0a04c54c838 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.839199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f52043c0-b81a-4f05-9069-e414a76359e9 · outbound

This paper cites Biomedical Large Languages Models Seem not to be Superior to Generalist Models on Unseen Medical Data.

HIVMedQA: Benchmarking large language models for HIV medical decision support Biomedical Large Languages Models Seem not to be Superior to Generalist Models on Unseen Medical Data

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.489506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32ad7521-810e-4550-8e2f-19abbdb99079 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.817052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 127a8375-058a-45e2-ba9d-17c2f4ffb014 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.790721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2c305b8a-1052-421a-8afb-cbb5ccd6ec79 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.769605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation af8f18bc-6c5c-4b95-84b3-8c981eaebaba · outbound

This paper cites A., Lingohr-Smith, M., Rogers, R., Lin, J.

HIVMedQA: Benchmarking large language models for HIV medical decision support A., Lingohr-Smith, M., Rogers, R., Lin, J

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.731208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6d6b0bb9-fb89-4bcf-85f7-e95a6da22a90 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.712854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9b5f2c17-8b58-47fa-9b71-d29d63ef46c0 · outbound

This paper cites The Llama 3 Herd of Models.

HIVMedQA: Benchmarking large language models for HIV medical decision support The Llama 3 Herd of Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.525401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a0ddae2-c61f-4989-99e2-13ed60bfe4f6 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.693675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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

This paper cites Med42-v2: A Suite of Clinical LLMs.

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 b116b51f-60ef-42bf-a9f9-b39101152c97 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.542389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91abcdb6-f3b3-422d-8517-ae17d85f68f3 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.663539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 85188c7c-f502-4aad-828d-c21a2ebc916f · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.553615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 238f3bf3-6cd0-4784-8f72-113d9b51bffa · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.631293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 733c0ab9-b198-48e8-a7fd-b0d6895220af · outbound

This paper cites A Benchmark for Long-Form Medical Question Answering.

HIVMedQA: Benchmarking large language models for HIV medical decision support A Benchmark for Long-Form Medical Question Answering

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.565269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73429537-e222-466a-a55f-98764968841c · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.601340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b656ce3a-8f40-43c1-8439-db8ba960243d · outbound

This paper cites GPTScore: Evaluate as You Desire.

HIVMedQA: Benchmarking large language models for HIV medical decision support GPTScore: Evaluate as You Desire

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.577140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a870550-04c4-4e4a-a3c1-716001ae2c5e · outbound

This paper cites JMLR: Joint Medical LLM and Retrieval Training for Enhancing Reasoning and Professional Question Answering Capability.

HIVMedQA: Benchmarking large language models for HIV medical decision support JMLR: Joint Medical LLM and Retrieval Training for Enhancing Reasoning and Professional Question Answering Capability

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.584585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 850d7db2-28cd-4daa-97ec-fc87bfbdcac5 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.590156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb43128b-c32b-4dc2-85f7-612df07471ef · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

HIVMedQA: Benchmarking large language models for HIV medical decision support Rouge: A package for automatic evaluation of summaries

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.566562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0cb365e8-567e-4e8f-b125-853006d854d7 · outbound

This paper cites & Zhu, W.-J.

HIVMedQA: Benchmarking large language models for HIV medical decision support & Zhu, W.-J

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.546357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2e5c27f2-ab9e-46c9-9892-4b01b10ffeb6 · outbound

This paper cites The unified medical language system (umls): integrating biomedical terminology.

HIVMedQA: Benchmarking large language models for HIV medical decision support The unified medical language system (umls): integrating biomedical terminology

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.528066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6133ece7-f6fe-4a77-9e9b-4196eab01b6e · outbound

This paper cites ScispaCy: Fast and Robust Models for Biomedical Natural Language Processing.

HIVMedQA: Benchmarking large language models for HIV medical decision support ScispaCy: Fast and Robust Models for Biomedical Natural Language Processing

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:18.614111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de0629ec-f942-4841-afa1-579c39959101 · outbound

This paper cites & Duclos, C.

HIVMedQA: Benchmarking large language models for HIV medical decision support & Duclos, C

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.509088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 88e426b7-3f18-457c-a08b-de8d3d112b1b · outbound

This paper cites Owlready: Ontology-oriented programming in python with automatic classification and high level constructs for biomedical ontologies.

HIVMedQA: Benchmarking large language models for HIV medical decision support Owlready: Ontology-oriented programming in python with automatic classification and high level constructs for biomedical ontologies

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.492646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b556e891-6910-45b7-9227-35b94625b3d3 · outbound

This paper cites Unified Medical Language System (UMLS): 2024AB Full Release Files (2024).

HIVMedQA: Benchmarking large language models for HIV medical decision support Unified Medical Language System (UMLS): 2024AB Full Release Files (2024)

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.474078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 39c37b99-6a8e-48bf-8e40-05f3efd272b5 · outbound

This paper cites Nltk: the natural language toolkit.

HIVMedQA: Benchmarking large language models for HIV medical decision support Nltk: the natural language toolkit

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.457002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d7074ab6-9d76-42e6-ad9c-628e233c462f · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.433360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 611bcb64-c907-412e-b97e-675a73de8fda · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.412058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 21637a13-bd05-44d4-b07f-63821aae5d57 · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.385838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 21272b7e-acc2-410c-8499-524d04da7d5d · outbound

This paper cites an unresolved cited work.

HIVMedQA: Benchmarking large language models for HIV medical decision support Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-06T14:42:19.365142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 25b0ab7b-26fb-4b0f-acf9-01c3e1c304f1 · outbound

This paper cites - 1-2: The student’s answer shows partial understanding but contains notable misinterpretations.

HIVMedQA: Benchmarking large language models for HIV medical decision support - 1-2: The student’s answer shows partial understanding but contains notable misinterpretations

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.332237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3cb5bd30-414a-4147-af87-b03d56049fd2 · outbound

This paper cites - Score low if the reasoning lacks clarity or is inconsistent with medical principles.

HIVMedQA: Benchmarking large language models for HIV medical decision support - Score low if the reasoning lacks clarity or is inconsistent with medical principles

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.315183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cceefff4-bf91-4f9d-9ca7-aebe4c019f74 · outbound

This paper cites - A lower score should reflect the severity and frequency of factual errors.

HIVMedQA: Benchmarking large language models for HIV medical decision support - A lower score should reflect the severity and frequency of factual errors

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.296570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0f45edbf-6d13-44e2-907e-40830b13a740 · outbound

This paper cites - A perfect score requires complete neutrality and sensitivity.

HIVMedQA: Benchmarking large language models for HIV medical decision support - A perfect score requires complete neutrality and sensitivity

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.277039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7b71bcc7-b87a-49af-b57e-7544a5405a40 · outbound

This paper cites - Perfect scores require clear evidence of safety-oriented thinking.

HIVMedQA: Benchmarking large language models for HIV medical decision support - Perfect scores require clear evidence of safety-oriented thinking

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T14:42:19.256427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation 19b33552-b332-4037-a819-f9cd47f40acb · inbound

LLM-as-a-Judge in Healthcare: A Scoping Analysis of Applications, Methods, and Human Alignment cites this paper.

LLM-as-a-Judge in Healthcare: A Scoping Analysis of Applications, Methods, and Human Alignment HIVMedQA: Benchmarking large language models for HIV medical decision support

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-06-29T23:24:01.662324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.