Paper Citation Record · LEDGER

Medical Large Language Model Benchmarks Should Prioritize Construct Validity

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2503.10694.

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

pith.paper-citation-record.v1
2503.10694 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:01:16.031771Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T18:57:31.565507Z

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 fedc3b9d-ed3c-44e5-bcaf-a3b49948bd5c · inbound

On Path to Multimodal Historical Reasoning: HistBench and HistAgent cites this paper.

On Path to Multimodal Historical Reasoning: HistBench and HistAgent Medical Large Language Model Benchmarks Should Prioritize Construct Validity

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:01:16.031771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6df7f5d9-07a2-475d-8b65-842a7d1ea724 · inbound

Measurement as Bricolage: Examining How Data Scientists Construct Target Variables for Predictive Modeling Tasks cites this paper.

Measurement as Bricolage: Examining How Data Scientists Construct Target Variables for Predictive Modeling Tasks Medical Large Language Model Benchmarks Should Prioritize Construct Validity

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:23:58.585586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48461069-a738-4e1d-b33f-7cd730aeeb2c · inbound

VERA-MH Concept Paper cites this paper.

VERA-MH Concept Paper Medical Large Language Model Benchmarks Should Prioritize Construct Validity

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-18T07:01:01.471918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0b878afb-e2f2-4b4e-ac80-ba3b2caf5e80 · inbound

ContractBench: Can LLM Agents Preserve Observation Contracts? cites this paper.

ContractBench: Can LLM Agents Preserve Observation Contracts? Medical Large Language Model Benchmarks Should Prioritize Construct Validity

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-19T23:02:53.992543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1c0d5e72-7ad3-4573-a305-c40a2861cf41 · inbound

Healthcare LLM Benchmarks Are Only as Good as Their Explicit Assumptions cites this paper.

Healthcare LLM Benchmarks Are Only as Good as Their Explicit Assumptions Medical Large Language Model Benchmarks Should Prioritize Construct Validity

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-22T03:41:00.095263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d1cf5b80-7297-49e1-a68f-3cc06bd4b9fa · inbound

Resolution Diagnostics for Paired LLM Evaluation cites this paper.

Resolution Diagnostics for Paired LLM Evaluation Medical Large Language Model Benchmarks Should Prioritize Construct Validity

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T07:23:13.244434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9267d413-29bc-4f6c-8f1a-83f7acf65172 · inbound

Same Evidence, Different Answer: Auditing Order Sensitivity in Multimodal Large Language Models cites this paper.

Same Evidence, Different Answer: Auditing Order Sensitivity in Multimodal Large Language Models Medical Large Language Model Benchmarks Should Prioritize Construct Validity

Reference 69

Resolution: verified exact; arxiv_id, observed 2026-07-04T20:40:07.531370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 36c400cf-9427-43cf-909d-4acdded286ec · inbound

Aligning Clinical Needs and AI Capabilities: A Survey on LLMs for Medical Reasoning cites this paper.

Aligning Clinical Needs and AI Capabilities: A Survey on LLMs for Medical Reasoning Medical Large Language Model Benchmarks Should Prioritize Construct Validity

Reference 172

Resolution: verified exact; local_arxiv, observed 2026-07-10T18:57:31.567029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c0b13f56-e835-420d-8d81-6e2f637deb73 · inbound

Evaluating the Diagnostic Robustness of Vision-Language Models Under Visual and Textual Perturbations cites this paper.

Evaluating the Diagnostic Robustness of Vision-Language Models Under Visual and Textual Perturbations Medical Large Language Model Benchmarks Should Prioritize Construct Validity

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T14:28:23.370826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.