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Paper Citation Record · LEDGER

Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 36 inbound Pith citation observations for arXiv:2504.05599.

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

pith.paper-citation-record.v1
2504.05599 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 36 of 36 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:01:08.918157Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T22:36:17.139322Z

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Outbound references

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Pith citing papers

Observation 1cbb2ce0-4351-4e0a-85cb-c497cea50984 · inbound

Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning cites this paper.

Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 26

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source=pdf_text observed=2026-08-16T11:01:08.918157Z digest=sha256:0601d7f4ac44c8da7e03849f4c2e5e33d5a21dab4853af635d6b0b18205d00af

Observation c4ef1b83-db40-4b72-ae76-99a72c64e8d2 · inbound

Skywork-VL Reward: An Effective Reward Model for Multimodal Understanding and Reasoning cites this paper.

Skywork-VL Reward: An Effective Reward Model for Multimodal Understanding and Reasoning Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 6

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source=pdf_text observed=2026-08-15T22:24:50.634169Z digest=sha256:f6a3cd940a649f586ad91742e8a0b1ea161aa9eeb02863bfe955c9d315e1fd3d

Observation bb65c5c8-00e3-4078-a0d2-df32dae0e28e · inbound

Selftok: Discrete Visual Tokens of Autoregression, by Diffusion, and for Reasoning cites this paper.

Selftok: Discrete Visual Tokens of Autoregression, by Diffusion, and for Reasoning Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 87

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source=pdf_text observed=2026-08-15T22:21:30.553319Z digest=sha256:7cefc890902ac7eea034cc91cb9035a4e4a23fc55b000309a2068d408b042580

Observation 02d78a85-0a6d-4a8e-921b-925826914b61 · inbound

R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO cites this paper.

R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 36

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source=pdf_text observed=2026-08-07T15:01:35.933783Z digest=sha256:a2a3c115e071981fdb64a1f5977facb0cf683da52051370643089c7db44a810f

Observation be1b0c93-c556-486c-8a10-b029c698a2e9 · inbound

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models cites this paper.

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 75

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source=pdf_text observed=2026-08-07T14:31:14.986136Z digest=sha256:d07f87cbf9b7dc696e371f4c82b35021677d27e6f9da37b9c8e541432d294781

Observation 29f1d055-0c40-4292-bd67-dbf5c2773828 · inbound

Seeing is Believing, but How Much? A Comprehensive Analysis of Verbalized Calibration in Vision-Language Models cites this paper.

Seeing is Believing, but How Much? A Comprehensive Analysis of Verbalized Calibration in Vision-Language Models Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 29

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source=arxiv_source observed=2026-08-07T14:01:24.672118Z digest=sha256:bc85ff718165f509a14dac0f4573380567b8205b7a3f4e0fb1bbe44c44f08884

Observation 90ef9e79-5272-441e-8a41-c03e13bc9072 · inbound

Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start cites this paper.

Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 37

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source=pdf_text observed=2026-08-07T13:12:55.775370Z digest=sha256:678b0b7d604d578cff39023bbe5537c8300d1a40a651ce57d63d2c7896467c25

Observation 18db10f3-bc3d-486f-862c-0c7fa342febb · inbound

MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book cites this paper.

MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 27

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source=pdf_text observed=2026-08-07T12:01:04.528992Z digest=sha256:b1a1c356bcad5d65e6d7d98e520c805c1cc34b329dd7aee97dafac3785f6160d

Observation d2cd426f-ae60-4c5b-a659-a910706b907c · inbound

GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking cites this paper.

GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 35

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source=pdf_text observed=2026-08-07T11:55:13.380294Z digest=sha256:4b2f31d2eb84ee45a74e104d6628baa078e22c839090a5952dd4cfb27acd2e2b

Observation f64cea09-1498-41e3-a433-a442078a277c · inbound

SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence cites this paper.

SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 43

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source=pdf_text observed=2026-08-07T11:26:39.566577Z digest=sha256:b10bfb0f7c06f27e60beeea413b9a1072164f7f47892443f9f809b97e3f7a308

Observation bd9dee67-9dcc-46ea-bd33-89aa1ee86ff8 · inbound

Rex-Thinker: Grounded Object Referring via Chain-of-Thought Reasoning cites this paper.

Rex-Thinker: Grounded Object Referring via Chain-of-Thought Reasoning Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 44

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source=pdf_text observed=2026-08-07T10:55:14.779760Z digest=sha256:d9337b88dcb0455760a93dbb8dcb4ee35f0fa52a8fbc918e21e9d21588135480

Observation 9794201d-f274-43cd-84bd-ba8fa3830ebb · inbound

Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual Drawing cites this paper.

Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual Drawing Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 49

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arxiv_id, observed 2026-05-17T04:58:10.293647Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-17T04:58:10.202784Z digest=sha256:b6036c3ead5fc87c01c40755e640ba7afeeb6402ac1aed45c14998c77b341b00

Observation 5aa70ea3-58cb-4792-9299-2b9257ae930f · inbound

Mobile-R1: Towards Interactive Capability for VLM-Based Mobile Agent via Systematic Training cites this paper.

Mobile-R1: Towards Interactive Capability for VLM-Based Mobile Agent via Systematic Training Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 13

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arxiv_id, observed 2026-05-19T08:27:11.267022Z

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source=pdf_text observed=2026-05-19T08:26:12.441869Z digest=sha256:1ab80615edcf6a76f948ee38aa803c3f6190f0d5f559e4f131d64f6df7d1026f

Observation aa884deb-08a2-42ee-8cf7-3c4eb220165b · inbound

APO: Enhancing Reasoning Ability of MLLMs via Asymmetric Policy Optimization cites this paper.

APO: Enhancing Reasoning Ability of MLLMs via Asymmetric Policy Optimization Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 24

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source=pdf_text observed=2026-08-06T22:29:28.285695Z digest=sha256:5abc8b7d7f75a7d794b4d1c329b42fef61dd2c8fc74d92c5dac4c51f9ae805fa

Observation 41ca8a4b-5b82-4ff3-a3b4-f32a305a2bd7 · inbound

MiCo: Multi-image Contrast for Reinforcement Visual Reasoning cites this paper.

MiCo: Multi-image Contrast for Reinforcement Visual Reasoning Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 25

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source=pdf_text observed=2026-08-06T22:10:21.421604Z digest=sha256:eb7148abf51282a85f762e4d54a738df12f8d3684a8e1af285c4be42fa3e9825

Observation ac111eda-a7b8-4b6a-be5d-43d7950494a5 · inbound

Improving the Reasoning of Multi-Image Grounding in MLLMs via Reinforcement Learning cites this paper.

Improving the Reasoning of Multi-Image Grounding in MLLMs via Reinforcement Learning Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 29

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arxiv_id, observed 2026-05-19T06:52:08.143618Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-19T06:50:02.607136Z digest=sha256:95d9f90d24fcc69e7f653fb0866daaa9ea9c34a477a830a9d2de345d1c541ed8

Observation 6af19083-4476-41ec-9c25-8ae61921f423 · inbound

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs cites this paper.

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 56

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source=pdf_text observed=2026-08-06T20:43:13.212648Z digest=sha256:8e9395ae274a6a1ceec060eac6f5287c031b94af0b9ca3143129688025541a2d

Observation 9bfa58a6-b28e-4251-a279-0ff11e7a0dea · inbound

High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement Learning cites this paper.

High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement Learning Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 29

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arxiv_id, observed 2026-05-19T06:12:07.003212Z

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source=pdf_text observed=2026-05-19T06:10:57.219445Z digest=sha256:be13e55902b1f46a560f663a2ce9be27ffb44ce1f34b57ad28a35dbd0b9aeb3f

Observation 7ab3dd6f-d702-449b-b23f-dc6d1441d93a · inbound

Skywork-R1V3 Technical Report cites this paper.

Skywork-R1V3 Technical Report Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 22

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source=arxiv_source observed=2026-08-06T19:14:04.302415Z digest=sha256:65323292300434d26f58a8bef4c478859d8b2ef4eb1f289aa34e14c7f5b83db9

Observation 3c5ca4cf-5fe4-442f-98a7-a4ec04b56acb · inbound

SyncLoop: A Multimodal Dual-Loop Framework for Self-Improving Mathematical Reasoning cites this paper.

SyncLoop: A Multimodal Dual-Loop Framework for Self-Improving Mathematical Reasoning Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 36

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source=pdf_text observed=2026-08-06T15:12:01.937219Z digest=sha256:a9357f0139d868c21dfd8e3fa99643304ae419746cd3127b0d9256d6847ef140

Observation 2515639a-a809-49df-bc4c-4378da6d87c5 · inbound

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning cites this paper.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 54

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source=arxiv_source observed=2026-08-06T11:35:15.419272Z digest=sha256:275a4b682353fa2d63cd08113f48c8d61640a1c752bb5029317d8c7143fd4a42

Observation 404118a3-a047-4128-8830-5c5bea76d8d5 · inbound

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey cites this paper.

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 131

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source=arxiv_source observed=2026-08-05T20:28:54.771023Z digest=sha256:24e54ce66b3e8c33b57bc7f8030d13e849d1b671bdbf05da9552943a7635ccb0

Observation 027f1f04-692b-457a-ab22-270ac4a7911e · inbound

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models cites this paper.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 257

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source=pdf_text observed=2026-08-05T10:39:08.181121Z digest=sha256:46782d425ab653a8852c8239c54f293ab333450ec0adb3bd698f0db03836083e

Observation 74a6bab7-dd76-488f-9f44-9342d99902e0 · inbound

EvoLMM: Self-Evolving Large Multimodal Models with Continuous Rewards cites this paper.

EvoLMM: Self-Evolving Large Multimodal Models with Continuous Rewards Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 30

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source=pdf_text observed=2026-08-03T21:09:24.459671Z digest=sha256:37445bca17b1cc924d6ea6cd659206552b376ca1bcb2fef9cf542e3c8da4b7b2

Observation 80734e38-b2c9-4dda-acf6-17b720a4d969 · inbound

R1-SyntheticVL: Is Synthetic Data from Generative Models Ready for Multimodal Large Language Model? cites this paper.

R1-SyntheticVL: Is Synthetic Data from Generative Models Ready for Multimodal Large Language Model? Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 20

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source=pdf_text observed=2026-08-03T05:06:46.007695Z digest=sha256:b7ef235c3fce9bf07cfb338576374b44754c552c167d950fb9e66d65f8890dd8

Observation c85aff74-3635-4b8a-bb67-dcca7a2768bb · inbound

Learning Self-Correction in Vision-Language Models via Rollout Augmentation cites this paper.

Learning Self-Correction in Vision-Language Models via Rollout Augmentation Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 22

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source=arxiv_source observed=2026-08-03T03:21:13.900352Z digest=sha256:b67aaa6bd48b8806fbcce99689048862df705329c693cf923719a1fc5ab32205

Observation 659e8145-4fd3-45e0-a805-9c0d857b45e5 · inbound

CoVR-R:Reason-Aware Composed Video Retrieval cites this paper.

CoVR-R:Reason-Aware Composed Video Retrieval Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 14

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source=pdf_text observed=2026-07-13T21:37:55.887477Z digest=sha256:430ac2a39e0d2e942c688cb13b2be113f2bd54bafd1d73f09196b5700f3b91bd

Observation 68baa483-9c90-4e76-8b4e-2da6fe045052 · inbound

SpecEyes: Accelerating Agentic Multimodal LLMs via Speculative Perception and Planning cites this paper.

SpecEyes: Accelerating Agentic Multimodal LLMs via Speculative Perception and Planning Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 39

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source=pdf_text observed=2026-07-13T19:34:58.789459Z digest=sha256:aa9bb109791466d29fd11ee11815a63d44ea7b956b68ae402ee3c346e88cc281

Observation 52c0c1c7-5226-4120-b4c9-a92a0a738e31 · inbound

EgoMind: Activating Spatial Cognition through Linguistic Reasoning in MLLMs cites this paper.

EgoMind: Activating Spatial Cognition through Linguistic Reasoning in MLLMs Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 33

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arxiv_id, observed 2026-05-13T22:43:22.901724Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-13T22:41:09.840792Z digest=sha256:459c91bbf3e512539559cd99dd3eb812ca159564bc3b8c3cf865c1921fc69982

Observation 1b1cea7c-eece-4c31-a38b-ad1a103f8ef6 · inbound

EgoMind: Activating Spatial Cognition through Linguistic Reasoning in MLLMs cites this paper.

EgoMind: Activating Spatial Cognition through Linguistic Reasoning in MLLMs Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 34

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source=arxiv_source observed=2026-07-13T14:39:55.177552Z digest=sha256:7ac93db98bc120ef0a095191de0a60f21a7900dc9bc2218d3e172df3ae65568b

Observation e4e9800c-e5b8-4a66-8373-ea859d24cc4e · inbound

Supermassive Black Hole Winds in X-rays: SUBWAYS IV. Tracing Radio Emission and Unveiling the Role of Winds cites this paper.

Supermassive Black Hole Winds in X-rays: SUBWAYS IV. Tracing Radio Emission and Unveiling the Role of Winds Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 13

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source=pdf_text observed=2026-07-12T18:39:55.906516Z digest=sha256:45b70521084e991c8fdf4caccab83266193bece8d747958f25a04587b9dc549f

Observation 46f7997f-6e51-444c-b435-9973d1f256cc · inbound

S1-VL: Scientific Multimodal Reasoning Model with Thinking-with-Images cites this paper.

S1-VL: Scientific Multimodal Reasoning Model with Thinking-with-Images Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 13

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arxiv_id, observed 2026-05-09T22:34:07.596827Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-09T22:26:03.080281Z digest=sha256:0765db25728f8b6179d3135eb1b657dbbde740815e79686f883f5915ec8e7466

Observation a587b752-de3f-428e-968e-6695b47820dd · inbound

CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating cites this paper.

CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 31

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arxiv_id, observed 2026-05-13T06:02:22.039634Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-13T06:00:31.582714Z digest=sha256:3b7b50fe2bec7748d210e2cda236bbfed8b3df33c39b0fc1f249102e92fd49dc

Observation 501ae986-43e8-42bb-922d-4bd8e49b3910 · inbound

CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating cites this paper.

CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 41

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arxiv_id, observed 2026-07-01T13:55:45.272929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 2ebd7c6b-8f4e-4dcd-ad81-ae4b2d8cd9b8 · inbound

Active Exploring like a Pigeon: Reinforcing Spatial Reasoning via Agentic Vision-Language Models cites this paper.

Active Exploring like a Pigeon: Reinforcing Spatial Reasoning via Agentic Vision-Language Models Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-07-01T22:36:17.142808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-06-28T15:16:39.121420Z digest=sha256:1dbe69f5962d4284e9ae488d875bb25aaf72b4b4b5b5a139f429d7937b117b81

Observation 6029296b-11a6-4462-ba37-3265d2edcd6c · inbound

InSight-doc: Agentic Visual Perception for Long-Document Understanding cites this paper.

InSight-doc: Agentic Visual Perception for Long-Document Understanding Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Reference 124

Resolution
unresolved
no resolver link, observed 2026-08-12T20:43:52.864867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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