Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T14:49:53.357083Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 0 inbound Pith citation observations for arXiv:2605.05810.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T14:49:53.357083Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
57 of 57 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 2471455d-3f34-45b8-8239-b49ecff50ba2 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Vision-Language Models Do Not Understand Negation
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 44219f25-ef43-45c8-b1d2-95882c382539 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5f1912dc-96f6-48c8-8016-ee71558519b8 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Qwen2.5-VL Technical Report
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4048306c-be35-42aa-bd1a-50e78abf1bcc · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 69d1c6e1-372d-4f39-b296-3c78d768ec41 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Are Vision Language Models Ready for Clinical Diagnosis? A 3D Medical Benchmark for Tumor-centric Visual Question Answering
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 35d6411b-e66d-4d0f-a9f3-b5bef2cb3633 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs CoCa-CXR: Contrastive Captioners Learn Strong Temporal Structures for Chest X-Ray Vision-Language Understanding
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6c511b3d-8290-4743-b502-398a2f03e206 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs A Vision-Language Foundation Model to Enhance Efficiency of Chest X-ray Interpretation
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d78b6b7a-e870-4b1c-8d07-bf823778c82c · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Kohli, Marc B
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 84981c48-cf8d-4be9-a234-c4371e6ea37e · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs FaithDial: A Faithful Benchmark for Information-Seeking Dialogue
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3ab7c346-4322-446d-8c74-814e6ac4f089 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Clip and complementary methods.Nature Reviews Methods Primers, 1(1):20
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7550a738-e98a-4ce9-9ac4-8fbd156446fc · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Distribution-aligned decoding for efficient llm task adaptation
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation df79bd42-b4bc-4afb-b92a-25a266118d25 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Chexpert: A large chest radiograph dataset with uncertainty labels and expert comparison
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a022d22b-f553-4152-95c7-720b888e518a · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs A dataset of clinically generated visual questions and answers about radiology images.Scientific Data
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 92b0e867-6ef1-4a5c-825c-23e013f0b203 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Cxrea- sonbench: A benchmark for evaluating structured diagnostic reasoning in chest x-rays
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d62e3273-d962-4c3e-84a7-d0d828451029 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fc633c91-e801-4f69-bcb9-0d5e9ed9645c · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation bc60a18a-ddd8-497b-a0b9-d156d92e05d5 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs HaluEval: A Large-Scale Hallucination Evaluation Benchmark for Large Language Models
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c53b0ae3-d627-4921-a704-895d7261428e · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Evaluating Object Hallucination in Large Vision-Language Models
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0202a76e-07b1-40ac-9daa-139cb7ae411e · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Holistic Evaluation of Language Models
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6892dd73-c036-41b8-90ff-b455665bcd51 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs TruthfulQA: Measuring How Models Mimic Human Falsehoods
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b3a5dcbc-b58a-4320-95ac-d0a41788426d · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs SLAKE: A Semantically-Labeled Knowledge-Enhanced Dataset for Medical Visual Question Answering
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9dabbe39-a8ee-4821-a0c9-482c486bee37 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs MMBench: Is Your Multi-modal Model an All-around Player?
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 36a07da6-07ec-41da-b34b-6be943e0e5f1 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Med-Flamingo: a Multimodal Medical Few-shot Learner
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation dee71b23-d184-4802-8ec6-90e91c576b9e · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs ReXVQA: A Large-scale Visual Question Answering Benchmark for Generalist Chest X-ray Understanding
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 91abc5be-ff90-4a44-8a36-3527ec1df793 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs RaDialog: A Large Vision-Language Model for Radiology Report Generation and Conversational Assistance
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8e24b5ac-8be5-4a8d-983c-2fc084f1ce0b · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Multimedeval: A benchmark and a toolkit for evaluating medical vision-language models
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 608480f0-6323-4f3b-9b24-d7cca45bfe38 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs MedGemma Technical Report
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4751bf86-608d-4bd1-b235-33abe50ff23b · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9b9a227a-1ac3-4b8c-890f-0d793bffa3fb · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs XrayGPT: Chest Radiographs Summarization using Medical Vision-Language Models
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation db1a796a-d77e-45f7-9fe0-900c3e1bdf61 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 47752c70-ef9a-488e-afc3-5eb0c072034a · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation aa48f6b1-cf68-49b1-a061-8d19c787ca3e · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a1e9628e-5de0-4c35-82db-d6a5ed30e9a3 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5984e1de-d044-4f4e-bdb5-106f189bacd9 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs R2GenGPT: Radiology Report Generation with Frozen LLMs
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b5987a14-3f71-4601-86cc-ed95f5bf0c88 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 5fe832a5-eda4-4556-aa91-8c466c15af78 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs MedKLIP: Medical Knowledge Enhanced Language-Image Pre-Training in Radiology
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fb04ca38-78fc-48f2-bf67-64300102dd4b · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Towards generalist foundation model for radiology by leveraging web-scale 2d&3d medical data.Nature Communications
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 42799c1f-05c2-4284-9e77-1bd122a756ab · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b296d591-f873-4b7d-b1aa-5218d466808f · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 06596d6e-f97f-441e-bace-3626784b30d3 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 0127b856-4eb6-4441-a5e5-27a90100a567 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation dbe1d2df-6b2b-4939-980f-5c4ae1b57253 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d7879569-cc97-4268-a7d4-99fa115bff3d · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8bdb11ae-0eb0-4bda-9118-0f29dfb7a777 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs ReXrank: A Public Leaderboard for AI-Powered Radiology Report Generation
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b0025207-1b1d-4f97-a5d7-74a55f090b00 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs ReXGradient-160K: A Large-Scale Publicly Available Dataset of Chest Radiographs with Free-text Reports
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 514bb6a4-ba28-487f-97dc-19d867271637 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs BenchX: A Unified Benchmark Framework for Medical Vision-Language Pretraining on Chest X-Rays
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation cd907dbd-47b3-4ad1-aae8-46f4c2f0950f · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs CorBenchX: Large-Scale Chest X-Ray Error Dataset and Vision-Language Model Benchmark for Report Error Correction
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f82ffe7d-259c-488b-881d-11c3b569d149 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Absence of X
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 91e15e50-9778-4e9b-a2e7-1fd267e482b3 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 471a74a5-0558-466b-8b08-962d59766c0c · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 53e06dae-e3a2-478a-8a66-6dd7cd052cfb · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 634d41b2-cd91-47bf-9a29-af36e68f75cb · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Absence-side scaffold (absence_step) Input format • Question text • A/B/C/D answer options Fixed reasoning steps
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3f6d8fa4-8204-4382-81f3-0855b280b9e6 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 75d9feae-9296-4ee8-9bec-cbb29e0d4563 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Output Final answer:[A/B/C/D] Presence-side scaffold (polarity_step) Input format • Question text • A/B/C/D answer options Fixed reasoning steps
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 6fd8dae1-3da8-4de9-9a78-8441e66ecfe1 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation feafc1ef-7464-4a9f-bccd-a8e2f4fd3941 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Unresolved cited work
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 90703af6-9664-447a-9329-e78c33f4bd62 · outbound
CXR-ContraBench: Benchmarking Negated-Option Attraction in Medical VLMs Tracheal deviation
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
No inbound Pith citation observations are available.