Pith. sign in

Paper Citation Record · LEDGER

Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2405.20421.

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

pith.paper-citation-record.v1
2405.20421 v5

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:21:12.456215Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T11:03:13.848065Z

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 8ca92bd8-2432-4974-b685-cd7ef639c942 · inbound

Bringing CLIP to the Clinic: Dynamic Soft Labels and Negation-Aware Learning for Medical Analysis cites this paper.

Bringing CLIP to the Clinic: Dynamic Soft Labels and Negation-Aware Learning for Medical Analysis Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T13:21:12.456215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:21:12.456215Z digest=sha256:c72a7e6ff8eef84efa51dc829fb50cca82cd8346c6f6ca04af037797cbcab684

Observation 016e4ea8-e32c-43e5-8898-5694ff9ea3e7 · inbound

Insights into a radiology-specialised multimodal large language model with sparse autoencoders cites this paper.

Insights into a radiology-specialised multimodal large language model with sparse autoencoders Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T16:40:44.700381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T16:40:44.700381Z digest=sha256:e8e52c140bdeb2d88b802cb79bd289ef9fdc2db12ce511a228086ec15ef079f0

Observation e46aa357-68ad-45e5-b480-acb81011443d · inbound

How Good LLMs Are at Answering Bangla Medical Visual Questions? Dataset and Benchmarking cites this paper.

How Good LLMs Are at Answering Bangla Medical Visual Questions? Dataset and Benchmarking Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-20T11:03:13.849437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-20T10:59:27.010954Z digest=sha256:3255fa14b9dd1c56b061ac8c5660ac38622b2c0ea67d406aed61e7758f5159da

Observation a7ef6ef6-a40f-4223-bb8b-67154e8c4859 · inbound

DentiAsk: A VQA Benchmark for Multimodal Reasoning in Panoramic Dental Radiographs cites this paper.

DentiAsk: A VQA Benchmark for Multimodal Reasoning in Panoramic Dental Radiographs Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA

Reference 62

Resolution
unresolved
no resolver link, observed 2026-07-13T07:15:40.242481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-13T07:15:40.242481Z digest=sha256:ad7199d31bfebe02208f4581264e57841fc4bcbe59da0504b72212ef1c4121f9