Paper Citation Record · LEDGER

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models

As of 12 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2508.21430.

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

pith.paper-citation-record.v1
2508.21430 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:21:57.784836Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

20 of 20 outbound references displayed

verified exact1
verified fuzzy4
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 38e85c1a-bdd7-4236-85b9-cbcae452f34a · outbound

This paper cites an unresolved cited work.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:22:01.190651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c319738c-c5eb-41f6-af4c-93a91875a08b · outbound

This paper cites an unresolved cited work.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:22:01.105368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 776a21ff-b22c-4a04-8626-15bd2e718400 · outbound

This paper cites an unresolved cited work.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:22:00.994829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 67f35a9b-fae1-42e3-9332-c2d97c799206 · outbound

This paper cites an unresolved cited work.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:22:00.834749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9d13ea83-753d-468b-896d-04d4127abcf0 · outbound

This paper cites an unresolved cited work.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:22:00.704757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 80d65daf-bf30-4c19-a3bb-6c5f5417cd2a · outbound

This paper cites MM-Eval: A Multilingual Meta-Evaluation Benchmark for LLM-as-a-Judge and Reward Models.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models MM-Eval: A Multilingual Meta-Evaluation Benchmark for LLM-as-a-Judge and Reward Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:55.894317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da040793-6afc-4da9-a976-96a115cf4ac3 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:55.973546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa498442-b8c9-46d0-9379-96303932e058 · outbound

This paper cites Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:56.146103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 548f9eee-b684-45d2-80d9-790aefc92624 · outbound

This paper cites Avoid any position biases and ensure that the order in which the responses were presented does not influence your decision.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Avoid any position biases and ensure that the order in which the responses were presented does not influence your decision

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:00.585461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ecf46c95-0526-423c-bcef-c21d657f7c6f · outbound

This paper cites immediate PET-CT for a suspected pulmonary nodule,.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models immediate PET-CT for a suspected pulmonary nodule,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:22:00.434624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation aba0a1e2-a3c7-44fd-9f42-d2956b6cc78f · outbound

This paper cites an unresolved cited work.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:22:00.224753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2bcceeaf-4caa-4493-97e0-180d924d1cab · outbound

This paper cites an unresolved cited work.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:22:00.044919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 79d69425-8446-4115-b84c-99b5157d7159 · outbound

This paper cites an unresolved cited work.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T14:21:59.914761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d3b7a27a-046c-480a-a762-fbfb440a9ae0 · outbound

This paper cites The most likely cause is... I recommend.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models The most likely cause is... I recommend

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:21:59.734747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6e29a972-f3a3-461c-a627-10b8fdb0f1e4 · outbound

This paper cites Additional Notes - All medical images are de-identified from real clinical cases.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Additional Notes - All medical images are de-identified from real clinical cases

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T14:21:59.604755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 527bb06d-1583-48f6-a375-a6a5466e66eb · outbound

This paper cites Fenglin Liu, Tingting Zhu, Xian Wu, Bang Yang, Chenyu You, Chenyang Wang, Lei Lu, Zhangdai- hong Liu, Yefeng Zheng, Xu Sun, et al.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Fenglin Liu, Tingting Zhu, Xian Wu, Bang Yang, Chenyu You, Chenyang Wang, Lei Lu, Zhangdai- hong Liu, Yefeng Zheng, Xu Sun, et al

Reference 1654

Resolution: verified exact; arxiv_id, observed 2026-08-05T14:21:59.131160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 33c3338e-64c2-4b7c-a62f-2420b1d25284 · outbound

This paper cites Judge Anything: MLLM as a Judge Across Any Modality.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Judge Anything: MLLM as a Judge Across Any Modality

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:55.725194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f89be8b3-0511-4bd6-85c4-d878df93c4c4 · outbound

This paper cites VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:55.825705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce46be49-8ef7-4a6a-b82b-5cca7ba006c3 · outbound

This paper cites GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:55.534892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 776d64b9-c31a-422a-b910-27d5a4a555fc · outbound

This paper cites Qwen2.5-VL Technical Report.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models Qwen2.5-VL Technical Report

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:55.432245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.