Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-15T18:56:23.817544Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 61 inbound Pith citation observations for arXiv:2508.05748.
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 2026-05-15T18:56:23.817544Z
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 2026-08-06T23:26:56.603067Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
31 of 31 outbound references displayed
External citation measurements
1
pith, observed 2026-08-05T02:28:24.338817Z
Observation d4bd7a48-51bf-435e-ba07-6ad6cb3d9cd1 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Qwen2.5-VL Technical Report
Reference 1
Source-reported events for the cited work
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Observation a15cbc98-4ab1-4f8e-beb2-7e60657564d3 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Why reasoning matters? a survey of advancements in multimodal reasoning (v1)
Reference 2
Source-reported events for the cited work
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Observation e4c2ebe9-4399-4cfe-ae47-0b775b4bcd14 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Evaluating Large Language Models Trained on Code
Reference 3
Source-reported events for the cited work
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Observation 499edf28-5844-4674-ab3d-bcb80ccd7474 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent M$^3$CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought
Reference 4
Source-reported events for the cited work
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Observation 76c4a3da-e9a7-4fa5-b398-b019731279ff · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions?
Reference 5
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Observation a1f07c42-8af2-451e-b620-24358f1f71ef · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Detecting Knowledge Boundary of Vision Large Language Models by Sampling-Based Inference
Reference 6
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Observation 08bc7117-0e4f-42c3-be50-d03b44bf8b8c · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent SimpleVQA: Multimodal Factuality Evaluation for Multimodal Large Language Models
Reference 7
Source-reported events for the cited work
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Observation 06a31577-b3b6-41d8-a96b-58f6ee127d9c · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent FullStack Bench: Evaluating LLMs as Full Stack Coders
Reference 8
Source-reported events for the cited work
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Observation 1c89c951-07b8-4fb4-857b-98a3de03a057 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Yuhao Dong, Zuyan Liu, Hai-Long Sun, Jingkang Yang, Winston Hu, Yongming Rao, and Ziwei Liu
Reference 9
Source-reported events for the cited work
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Observation 9bf24133-f692-496d-b86a-d713551450a5 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Seeking and Updating with Live Visual Knowledge
Reference 10
Source-reported events for the cited work
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Observation d5fc73ca-9b82-466a-8a88-91440c9e06d0 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Toward Structured Knowledge Reasoning: Contrastive Retrieval-Augmented Generation on Experience
Reference 11
Source-reported events for the cited work
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Observation 28812c4e-aa19-49d7-b707-b9c88ffe31e0 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 12
Source-reported events for the cited work
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Observation 89b0f690-1830-4613-b407-6e923d38572a · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation
Reference 13
Source-reported events for the cited work
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Observation b7e4f7ab-7720-4187-ae82-22e5d575534c · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent OCR-Reasoning Benchmark: Unveiling the True Capabilities of MLLMs in Complex Text-Rich Image Reasoning
Reference 14
Source-reported events for the cited work
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Observation 6320c711-898e-4ac0-90cc-f39425bca9d7 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines
Reference 15
Source-reported events for the cited work
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Observation bef75ba1-73ff-4487-bdcc-a4ae44e0fb8b · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent WebSailor: Navigating Super-human Reasoning for Web Agent
Reference 16
Source-reported events for the cited work
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Observation 22521279-05b7-4ede-be3c-007bf6381880 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Thomas Mensink, Jasper Uijlings, Lluis Castrejon, Arushi Goel, Felipe Cadar, Howard Zhou, Fei Sha, André Araujo, and Vittorio Ferrari
Reference 17
Source-reported events for the cited work
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Observation 357233fc-e9f1-40f4-a029-ff02ee2e2435 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Humanity's Last Exam
Reference 18
Source-reported events for the cited work
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Observation 1d9134d9-2d67-4ef6-8865-6454a3103638 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Visual Chain of Thought: Bridging Logical Gaps with Multimodal Infillings
Reference 19
Source-reported events for the cited work
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Observation 8014801f-cc3f-4541-a341-24145d26a7c2 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 20
Source-reported events for the cited work
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Observation ee46ac06-1f6f-40ea-932f-c54783cf6fa3 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent Assessing "Implicit" Retrieval Robustness of Large Language Models
Reference 21
Source-reported events for the cited work
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Observation 0418bf23-1913-45d5-9e3a-b51bc9548e61 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning
Reference 22
Source-reported events for the cited work
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Observation a8097119-183a-4e24-b0ff-e5c84960d97a · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning
Reference 23
Source-reported events for the cited work
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Observation 0e52505f-8ea4-4214-8a84-daf5d6ce139b · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization
Reference 24
Source-reported events for the cited work
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Observation 90c1f86a-9076-421d-9b75-43c0b280e8b1 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents
Reference 25
Source-reported events for the cited work
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Observation c3c255b3-2864-451a-b5a5-b941577cd2e1 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications
Reference 26
Source-reported events for the cited work
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Observation 623233a9-efc2-4d9b-826d-7f857dfd8e81 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent MMT-Bench: A Comprehensive Multimodal Benchmark for Evaluating Large Vision-Language Models Towards Multitask AGI
Reference 27
Source-reported events for the cited work
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Observation ab0a14ae-da34-4a13-8fb7-81a7de51354c · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark
Reference 28
Source-reported events for the cited work
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Observation af2c8f61-5ca4-4d2f-a1c4-f5ebfe77fa78 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent PyVision: Agentic Vision with Dynamic Tooling
Reference 29
Source-reported events for the cited work
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Observation 2afbc784-1962-4708-a775-7b80ee1d7563 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments
Reference 30
Source-reported events for the cited work
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Observation 703b22d4-151c-4059-879e-d92854343ae8 · outbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent OAgents: An Empirical Study of Building Effective Agents
Reference 31
Source-reported events for the cited work
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Observation c5665ad9-e340-4a1e-9b73-9b821722e60d · inbound
Deep Research Agents: A Systematic Examination And Roadmap WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 29
Source-reported events for the cited work
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Observation e06f674b-d6b4-4622-9983-709648e89d1c · inbound
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 283
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Observation cf5555a3-91d0-472c-b320-e5c9e72f4d97 · inbound
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Source-reported events for the cited work
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Observation ba2045a0-37ff-4d05-a19b-a233e566c4a0 · inbound
A Survey of Reinforcement Learning for Large Reasoning Models WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 159
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Observation 2917a802-1ca4-4263-8138-551b4280f645 · inbound
Latent Visual Reasoning WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 8
Source-reported events for the cited work
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Observation 12d06612-af7d-4170-9488-945c6a25002d · inbound
DeepEyesV2: Toward Agentic Multimodal Model WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 16
Source-reported events for the cited work
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Observation 8275f9e2-84ef-4b02-b282-00c1add04fb5 · inbound
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Reference 21
Source-reported events for the cited work
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Observation 7f4433c1-af72-4bb9-b18c-8b06d1776dcc · inbound
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Source-reported events for the cited work
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Observation 36d15297-3d43-4bd5-b8f9-6c0922e912e5 · inbound
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Reference 6
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Observation 820af3fc-8672-493b-b050-4b2ec880093a · inbound
Gen-Searcher: Reinforcing Agentic Search for Image Generation WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 9
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Observation dd1b7442-fd09-4dd2-80df-f7763f3c36a3 · inbound
Gen-Searcher: Reinforcing Agentic Search for Image Generation WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
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Reference 13
Source-reported events for the cited work
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Reference 48
Source-reported events for the cited work
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Observation 4fe2c27f-2b7c-41d2-a98a-eae3194eb7df · inbound
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Reference 8
Source-reported events for the cited work
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Observation 503034a4-bb44-4dc9-89e5-530b27442ec9 · inbound
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Reference 2
Source-reported events for the cited work
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Observation 9c833cf5-f319-4c0b-865c-1a4e9b1e6aac · inbound
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Reference 3
Source-reported events for the cited work
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Observation 1a554a16-a74c-4636-a155-85442316779b · inbound
Towards Long-horizon Agentic Multimodal Search WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 6
Source-reported events for the cited work
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Observation 6dd5d7df-1fb5-404e-8fe0-4b0dfd57dea1 · inbound
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Reference 12
Source-reported events for the cited work
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Observation ffa279fd-48a8-4c9a-946c-f5dc401d0c82 · inbound
POINTS-Seeker: An Open Recipe for Multimodal Search Agents with Visual Memory Management WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 12
Source-reported events for the cited work
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Reference 71
Source-reported events for the cited work
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Observation 402544bc-25d2-4de5-b99b-466770a08906 · inbound
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Reference 8
Source-reported events for the cited work
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Observation 5b9efe9e-9ddd-4c7e-9836-5fada0fa4c1e · inbound
Rethinking Agentic Reinforcement Learning In Large Language Models WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 25
Source-reported events for the cited work
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Observation 7b83d99e-7dc7-4b98-a7f6-6f1ce5e02178 · inbound
Rethinking Agentic Reinforcement Learning In Large Language Models WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 25
Source-reported events for the cited work
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Observation b1a61f13-3a14-4d27-88c0-2a2cb97f9bba · inbound
Rethinking Agentic Reinforcement Learning In Large Language Models WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 25
Source-reported events for the cited work
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Observation 2b7fa124-5252-4e77-90ff-3fd61ebbe583 · inbound
HyperEyes: Dual-Grained Efficiency-Aware Reinforcement Learning for Parallel Multimodal Search Agents WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 8
Source-reported events for the cited work
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Observation d0d608c4-2264-4227-8fb3-4d911c741437 · inbound
HyperEyes: Dual-Grained Efficiency-Aware Reinforcement Learning for Parallel Multimodal Search Agents WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 8
Source-reported events for the cited work
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Observation a655cd2f-6599-4831-89e8-f433ac23cea9 · inbound
Omni-DeepSearch: A Benchmark for Audio-Driven Omni-Modal Deep Search WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 11
Source-reported events for the cited work
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Observation 2f1efc30-0f67-4ba7-bd69-be5f89ac5d50 · inbound
From Web to Pixels: Bringing Agentic Search into Visual Perception WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 19
Source-reported events for the cited work
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Observation af59cca7-70f7-4c3a-9247-d0d14a7aacb9 · inbound
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Reference 5
Source-reported events for the cited work
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Observation 0655a808-fe76-4928-9461-b2593ad1df10 · inbound
FIKA-Bench: From Fine-grained Recognition to Fine-Grained Knowledge Acquisition WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 9
Source-reported events for the cited work
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Observation a736928e-a736-4e52-bc6c-443ec8e3549a · inbound
FIKA-Bench: From Fine-grained Recognition to Fine-Grained Knowledge Acquisition WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 9
Source-reported events for the cited work
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Observation 7b0e288d-a7f0-4f43-8c8b-7f1a43b2a071 · inbound
Training Long-Context Vision-Language Models Effectively with Generalization Beyond 128K Context WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 9
Source-reported events for the cited work
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Observation a2ff6fbc-a5e2-47f2-b78f-d6ebcc5accb2 · inbound
Don't Guess, Just Ask: Resolving Ambiguity in Referring Segmentation via Multi-turn Clarification WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 13
Source-reported events for the cited work
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Observation 7249b038-2dac-4b4f-9a18-70814771cd9e · inbound
Don't Guess, Just Ask: Resolving Ambiguity in Referring Segmentation via Multi-turn Clarification WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 13
Source-reported events for the cited work
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Observation 1dec591c-7eb6-4e14-978f-d87fec19beef · inbound
SVFSearch: A Multimodal Knowledge-Intensive Benchmark for Short-Video Frame Search in the Gaming Vertical Domain WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 70
Source-reported events for the cited work
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Observation 7f895b10-fbab-40c6-b091-7b5edb9fc2a2 · inbound
SVFSearch: A Multimodal Knowledge-Intensive Benchmark for Short-Video Frame Search in the Gaming Vertical Domain WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 70
Source-reported events for the cited work
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Observation e5e8b6ac-6de9-4a93-996e-17d8e643d459 · inbound
Can Retrieval Heads See Images? Multimodal Retrieval Heads in Long-Context Vision-Language Models WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 3
Source-reported events for the cited work
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Observation e50ccc53-2b6b-4b3d-8d8c-a69cb767320c · inbound
DeepLatent: Think with Images via Parallel Latent Visual Reasoning WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 22
Source-reported events for the cited work
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