Paper Citation Record · LEDGER

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning

As of 8 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 2 inbound Pith citation observations for arXiv:2506.11166.

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

pith.paper-citation-record.v1
2506.11166 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:36:07.395040Z

measured 27 of 27 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T19:36:57.231932Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T21:37:25.461259Z

Reference resolution

25 of 25 outbound references displayed

verified exact0
verified fuzzy7
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 586f1e40-9b8a-4b96-9332-4a09a24561e8 · outbound

This paper cites Advances in Neural Information Processing Systems37, 27850–27895 (2025).

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Advances in Neural Information Processing Systems37, 27850–27895 (2025)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:36:07.601366Z

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 e62a045e-f646-4acd-a191-19492e020173 · outbound

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

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 8b545ad4-28a3-4a95-9499-1df8be36635c · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Training Verifiers to Solve Math Word Problems

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.311715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 517e6cfd-96ee-4975-bd9f-6b2f300ebb43 · outbound

This paper cites In: International conference on machine learning.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning In: International conference on machine learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.315253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a263a06b-5a8f-4b35-afbb-8e37af8ea8e0 · outbound

This paper cites an unresolved cited work.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.318694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf0323eb-1552-4b05-898f-9d7c4afb95c8 · outbound

This paper cites Applied Sciences11(14), 6421 (2021).

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Applied Sciences11(14), 6421 (2021)

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.322469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f8e3087-a046-435d-be6e-a1d763ed6069 · outbound

This paper cites PubMedQA: A Dataset for Biomedical Research Question Answering.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning PubMedQA: A Dataset for Biomedical Research Question Answering

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.326265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e8e57b6-b92f-4663-b4cb-79d3af0eb8ca · outbound

This paper cites Experts Don't Cheat: Learning What You Don't Know By Predicting Pairs.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Experts Don't Cheat: Learning What You Don't Know By Predicting Pairs

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.330112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f37477bd-11ed-45a2-b1bd-67fc8cd11b28 · outbound

This paper cites Research square pp.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Research square pp

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:36:07.576901Z

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 02f8de6c-356f-4294-ae42-7e7227486d5c · outbound

This paper cites Advances in neural information processing systems35, 22199–22213 (2022).

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Advances in neural information processing systems35, 22199–22213 (2022)

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.337798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc496bea-40ef-4b91-8738-5132e45288b6 · outbound

This paper cites Advances in Neural Information Processing Systems36, 28541–28564 (2023) 10 Ji Young Byun, Young-Jin Park, Navid Azizan, and Rama Chellappa.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Advances in Neural Information Processing Systems36, 28541–28564 (2023) 10 Ji Young Byun, Young-Jin Park, Navid Azizan, and Rama Chellappa

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:36:07.561872Z

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 39e03e21-c3ec-4e9f-bc1c-5ba83fad789a · outbound

This paper cites In: The Twelfth International Conference on Learning Representations (2024), https://openreview.net/forum?id=v8L0pN6EOi.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning In: The Twelfth International Conference on Learning Representations (2024), https://openreview.net/forum?id=v8L0pN6EOi

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:36:07.551197Z

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 7cee57c1-d098-4168-bc38-a663184f6cbc · outbound

This paper cites In: Machine Learning for Health (ML4H).

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning In: Machine Learning for Health (ML4H)

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.347915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9c3049d-e797-45e7-ade7-f7a347fd6b4e · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.350889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d477fa0-b51f-4877-af43-63e7951f65ec · outbound

This paper cites chatgpt in healthcare: a new frontier in medical ai reasoning.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning chatgpt in healthcare: a new frontier in medical ai reasoning

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:36:07.536651Z

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 73530753-c750-4ae0-b639-833faa69bba4 · outbound

This paper cites In: The Thirteenth International Conference on Learning Representa- tions (2025), https://openreview.net/forum?id=mTCbq2QssD.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning In: The Thirteenth International Conference on Learning Representa- tions (2025), https://openreview.net/forum?id=mTCbq2QssD

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:36:07.526982Z

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 7658c49b-f1b2-48fe-a1cc-701fae0e523b · outbound

This paper cites Advances in Neural Information Processing Systems37, 34737–34774 (2024).

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Advances in Neural Information Processing Systems37, 34737–34774 (2024)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:36:07.516613Z

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 cd2778a7-a152-4bb4-9bf0-127579d0e4ba · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning LLaMA: Open and Efficient Foundation Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.365769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff356d2a-2455-4654-989b-27739a637bcb · outbound

This paper cites Nejm Ai 1(3), AIoa2300138 (2024).

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Nejm Ai 1(3), AIoa2300138 (2024)

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.370520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1853f0cf-bb36-4122-8ee4-941e9d6d2b8b · outbound

This paper cites Solving math word problems with process- and outcome-based feedback.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Solving math word problems with process- and outcome-based feedback

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.375665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac217f12-17a9-4c12-8102-e43fb606236b · outbound

This paper cites Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.381213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d42399d5-de3d-4026-8a04-6d4d88d56661 · outbound

This paper cites Advances in neural information processing systems35, 24824–24837 (2022).

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Advances in neural information processing systems35, 24824–24837 (2022)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.384956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6455d546-10f5-4f3b-9385-7f18bd762054 · outbound

This paper cites To Believe or Not to Believe Your LLM.

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning To Believe or Not to Believe Your LLM

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.388017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8d63cc1-1f1c-4c8e-a846-8e4a17a28132 · outbound

This paper cites Scientific Data 10(1), 41 (2023).

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Scientific Data 10(1), 41 (2023)

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.391888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3636bc30-389f-417c-adf4-4db6417fff49 · outbound

This paper cites Advances in neural information processing systems36, 11809–11822 (2023).

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning Advances in neural information processing systems36, 11809–11822 (2023)

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T04:36:07.395040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3368e53b-3e93-4b2f-b39e-26ffe21c8a74 · inbound

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models cites this paper.

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:40:41.240456Z

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 c06b72ee-05ae-4d13-9e36-691c1b77a593 · inbound

Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning cites this paper.

Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:37:25.462719Z

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.