Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T04:40:13.423620Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 80 of 80 outbound references and 5 inbound Pith citation observations for arXiv:2506.10128.
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 2026-08-07T04:40:13.423620Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T13:24:39.864757Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-29T13:23:28.446166Z
80 of 80 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 529e2bc9-2351-42ea-a4c2-476f671be824 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Vqa: Visual question answering
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b187ba96-3bfb-41b1-907c-2d4870c92b3a · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs BLIP3-KALE: Knowledge Augmented Large-Scale Dense Captions
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 295ab65c-4f3b-437d-a1cc-28902ee60831 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Qwen2.5-VL Technical Report
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b6f18c6-6c7c-4c55-8a25-776297f6b43e · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Improving image generation with better captions
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61c4cd51-1079-4709-8a57-8f561729cab0 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Language models are few-shot learners
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e148fb5c-6010-4a9d-ac4b-2882ddc5bda8 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs R1-v: Reinforcing super generalization ability in vision language models with less than \ 3
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b165f18e-9ec9-4319-b4ae-01800a07b4a2 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Sharegpt4v: Improving large multi-modal models with better captions
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 16c87061-4b08-42b8-9650-ddbf4263dfbf · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Are We on the Right Way for Evaluating Large Vision-Language Models?
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4278674d-e3d4-47ce-97c4-9aa33a023f0a · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f547de1-4259-4664-ae43-04fc56b9f4fd · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Palm: Scaling language modeling with pathways
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecfc56bd-d7c3-441d-89cc-0496c50d2888 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Training Verifiers to Solve Math Word Problems
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbfc9be6-f678-4ffe-b456-45023e87f0ef · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d3f5767-fb1f-4614-8730-bdcd5fdd560e · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Enhancing large vision language models with self-training on image comprehension
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c9ae7c9d-2336-4ce8-a60a-05d82a6a63b4 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0af995ae-2b43-48e2-804f-57696d41c56e · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Virtex: Learning visual representations from textual annotations
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 22bcc49e-abe1-4239-a509-8b6c2363d5ac · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs ReFocus: Visual Editing as a Chain of Thought for Structured Image Understanding
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57b69c66-5c8e-451d-b509-23db3c4f7fb6 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9024f7a6-09d5-44b8-a2c3-b8d1e33ac7af · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a3b41b7-8ec1-4758-af92-85adf205d4fd · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Measuring mathematical problem solving with the math dataset, 2021
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a280af47-a3c9-45c7-aff0-7c06e02d297f · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d93473b7-9c98-41ff-b8f5-0e2bc50c2d90 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Gqa: A new dataset for real-world visual reasoning and compositional question answering
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff924b2c-8786-46bf-8965-ee35e28c2680 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs GPT-4o System Card
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55ce0b4f-f7f3-49ef-b31a-191a7cb46f55 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs OpenAI o1 System Card
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01e4d8dd-532b-4c51-b697-43c1f4837be4 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fcdadb3-48e7-4df2-a402-d1309441b60a · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Large language models are zero-shot reasoners
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e728da3d-5c57-40c5-aa2b-ff39f97320fe · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Mawps: A math word problem repository
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30fd708f-6fe5-4f35-a70a-d1d0c37805a5 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs LLaVA-OneVision: Easy Visual Task Transfer
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38288d0a-69ec-4b66-b564-7c40f6460735 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Multimodal foundation models: From specialists to general-purpose assistants
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9f99e18b-c7a3-42f5-8ecf-e7e4d906f080 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Describe Anything: Detailed Localized Image and Video Captioning
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95ca5810-2016-4a10-94ba-bc9b988f8388 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Let's Verify Step by Step
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41609576-8914-4c4a-8c88-98c69927a580 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Visual instruction tuning
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 290e02e6-bfd3-4282-b57a-f67afa3e8367 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Improved baselines with visual instruction tuning
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f4f3460a-ac9d-45af-b995-8b5b62531ca1 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Learn to explain: Multimodal reasoning via thought chains for science question answering
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a16ab06f-44fb-40d8-819f-5b49a4350f77 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3d4d0d7-fb17-48da-bc52-bc06a535396e · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs OK-VQA: A Visual Question Answering Benchmark Requiring External Knowledge
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6bb0b974-fd24-4e7b-bed7-a382064bb313 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d39a454f-ee62-445b-b7b6-4257d893cb8e · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 722d67f4-93c7-460a-a6be-ff80c6b107ed · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs s1: Simple test-time scaling
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25071772-0c3a-415c-822f-7b225daad8ec · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Point-RFT: Improving Multimodal Reasoning with Visually Grounded Reinforcement Finetuning
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2adb2fad-fb06-4f7e-8be5-9b1f66733eff · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs American invitational mathematics examination (aime) 2024: Competition problems
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 37a766c3-8881-48b5-811e-16d0fdcefe63 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Gpt-4v(ision) system card
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1caae194-1900-484a-bbe1-021d5c4fa937 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Are NLP Models really able to Solve Simple Math Word Problems?
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation daf7b12b-f92d-41f2-a761-5b29de60949c · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff5c66e0-b5f7-4028-9bfd-dc9b592fb697 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Connecting vision and language with localized narratives
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b8f3a763-69aa-4b6a-a1fc-332c2d1c65c5 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Vision language models are blind
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e65327d-6dad-4ae9-a7e2-549795a65948 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Object Hallucination in Image Captioning
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6973e5d-3d08-4214-bbe4-a5764c3ead37 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Visual Chain of Thought: Bridging Logical Gaps with Multimodal Infillings
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e318aa9-e996-4b3e-b39d-12ec4690f758 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Learning visual representations with caption annotations
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5d4ac2c6-bece-4c01-bdd7-b0b8913054f9 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7de2822a-dbea-45c7-869b-77e795584691 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Towards vqa models that can read
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 269f59d6-2c04-4850-a77f-cac1edfdf181 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Aligning Large Multimodal Models with Factually Augmented RLHF
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60076ad4-8eca-49d0-9755-2c0751f93e70 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Cambrian-1: A fully open, vision-centric exploration of multimodal llms
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d1d6408-ca4f-4847-91fc-9ff115899846 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Image captioners are scalable vision learners too
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b64bb195-56a1-4555-9596-aaea9b217669 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Solving math word problems with process- and outcome-based feedback
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3c4f7f1-599f-46c6-8676-c515b928c0cb · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs GIT: A Generative Image-to-text Transformer for Vision and Language
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8964877a-7d06-4be7-a438-7545a15f4629 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Measuring multimodal mathematical reasoning with math-vision dataset
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b811447-8545-46ff-98c8-3544f21aa077 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 677d734b-80d1-4bf2-b4ce-31d3dbac3d35 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0da67b2-01d5-4d05-a158-b71c70f17dfa · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Scaling Inference-Time Search with Vision Value Model for Improved Visual Comprehension
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9559091-c7ca-459c-8da7-146301ceae8d · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2110b634-0937-40a8-9cef-88c00df6502c · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b43b8ad-bc20-443f-a553-8b2bf2522a54 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Charxiv: Charting gaps in realistic chart understanding in multimodal llms
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3b1d654c-9cee-49bc-a702-9e6a175e7a8f · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Chain-of-thought prompting elicits reasoning in large language models
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54962dd3-54f6-4f1b-b9d8-8513fe06f20b · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Grit: A generative region-to-text transformer for object understanding
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ecbdf432-dae1-4225-80a3-8e3fafb23c0e · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Mind's eye of llms: Visualization-of-thought elicits spatial reasoning in large language models
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 52378c17-6432-4034-b1cb-652c1758abaf · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b15cf5c1-0f16-4079-9e14-187d98653191 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs LLaVA-Critic: Learning to Evaluate Multimodal Models
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8006c40d-0ba6-455c-9cb8-4c07c34460d3 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision)
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e67b9949-c7f6-4feb-aa0c-0f818da0e6db · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Idea2Img: Iterative Self-Refinement with GPT-4V(ision) for Automatic Image Design and Generation
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d3a5b4f-6365-49df-ad0d-e2fd06af8d16 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Tree of thoughts: Deliberate problem solving with large language models
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e004ac8-a322-4de4-a87a-5b0d3bacc28b · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1764ca9d-63de-47ee-a84e-1487f08812a7 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs MM-Vet v2: A Challenging Benchmark to Evaluate Large Multimodal Models for Integrated Capabilities
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 547fe278-652e-451d-879f-2af3e13b2ae0 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e7a1d09-8551-47e3-bb06-3a9c18d20f65 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da366a1c-b9f7-4218-9d91-626a390921c3 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Improve Vision Language Model Chain-of-thought Reasoning
Reference 76
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 825be651-6293-4306-aa15-83976889b032 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Multimodal chain-of-thought reasoning in language models
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 69ab859d-d281-4114-ba82-84a7bf3038d7 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c4c4e5f-7d75-452b-8a3a-e4fc03ffd881 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Easyr1: An efficient, scalable, multi-modality rl training framework
Reference 79
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation addd42a4-9d0e-4b7d-883a-740d7ad3fc5d · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Aligning Modalities in Vision Large Language Models via Preference Fine-tuning
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 833b404f-7f94-40e2-aa27-34de5a8f59f4 · outbound
ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs Calibrated Self-Rewarding Vision Language Models
Reference 81
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9baea096-df66-4209-84a4-cc84c740d227 · inbound
LLaVA-Critic-R1: Your Critic Model is Secretly a Strong Policy Model ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1007e17-2e9d-42c4-b6b4-27490a6c1045 · inbound
Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs
Reference 182
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3997fe41-a744-4773-a272-8bbe15188270 · inbound
VCap: Hypergeometric Rewards for Weak-to-Strong Visual Captioning ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f3d4dad6-963e-43b0-a461-ffe4a4862636 · inbound
DELTAVID: Enhancing Fine-Grained Spatiotemporal Perception with Cross-Video Differences ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d28c6f6-f5b3-443a-99e4-67578dd105ef · inbound
Trace: A Taxonomy-Guided Environment for Multidomain Visual Reasoning ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.