Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:55:15.498636Z
Paper Citation Record · LEDGER
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking
As of 14 August 2026, this Paper Citation Record lists 84 of 84 outbound references and 6 inbound Pith citation observations for arXiv:2506.01078.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:37:19.575834Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T15:09:55.331710Z
Reference resolution
84 of 84 outbound references displayed
- verified exact0
- verified fuzzy22
- unresolved62
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation aa0bce29-ef9c-4bd5-901f-3e684ab67a49 · outbound
This paper cites GPT-4 Technical Report.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking GPT-4 Technical Report
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:11.774631Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12445f70-6053-460c-9e82-f2362571e48e · outbound
This paper cites Qwen2.5-VL Technical Report.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Qwen2.5-VL Technical Report
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:11.821566Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38f64302-aa0c-470f-99a1-8791e16daa41 · outbound
This paper cites Perception Tokens Enhance Visual Reasoning in Multimodal Language Models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Perception Tokens Enhance Visual Reasoning in Multimodal Language Models
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:11.856611Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ecec8f3-af2c-44e1-964e-f995accd4dbc · outbound
This paper cites SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:11.906301Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 023d15c5-a23f-41eb-9564-d013bc58a441 · outbound
This paper cites Are we on the right way for evaluating large vision-language models? InThe Thirty-eighth Annual Conference on Neural Information Processing Systems.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Are we on the right way for evaluating large vision-language models? InThe Thirty-eighth Annual Conference on Neural Information Processing Systems
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:11.930951Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebac17ce-1efc-4864-8848-c04bf13502bd · outbound
This paper cites R1-v: Reinforcing super generalization ability in vision-language models with less than $3.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking R1-v: Reinforcing super generalization ability in vision-language models with less than $3
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:11.969152Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9ff8af9-fef5-462a-8545-4a856cbd90e8 · outbound
This paper cites M$^3$CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking M$^3$CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.014182Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0a05cc2-2c03-4da4-bf31-5f88bf5219d4 · outbound
This paper cites Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.061180Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d17a14d-d0f8-4327-9080-26d7492ad706 · outbound
This paper cites Gemini 2.5 pro preview model card.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Gemini 2.5 pro preview model card
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.108675Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1e0314c-df3b-4a52-8752-6ab3de98c9fb · outbound
This paper cites Virgo: A Preliminary Exploration on Reproducing o1-like MLLM.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Virgo: A Preliminary Exploration on Reproducing o1-like MLLM
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.149124Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d879ea55-65b0-4411-9b04-86a11e4af277 · outbound
This paper cites Vlmevalkit: An open-source toolkit for evaluating large multi-modality models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Vlmevalkit: An open-source toolkit for evaluating large multi-modality models
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.213124Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c25cc8e7-7529-47dc-9568-0ef4fd50a058 · outbound
This paper cites Cantor: Inspiring multimodal chain-of-thought of mllm.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Cantor: Inspiring multimodal chain-of-thought of mllm
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:19.465045Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f24ee158-fd32-435c-8c58-fa50cdb828ab · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.301566Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5021add6-3abe-4e19-9a91-c1f21a66fc32 · outbound
This paper cites Measuring mathematical problem solving with the math dataset.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Measuring mathematical problem solving with the math dataset
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:19.290620Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7efaa70e-e358-41cc-8c91-60c873221cd6 · outbound
This paper cites The abduction of sherlock holmes: A dataset for visual abductive reasoning.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking The abduction of sherlock holmes: A dataset for visual abductive reasoning
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:19.168420Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f35b0048-75c2-496e-b003-074ef2392571 · outbound
This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.450962Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e41420bb-eee7-4219-a427-1d2970955726 · outbound
This paper cites GPT-4o System Card.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking GPT-4o System Card
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.506068Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11301c7e-0e1d-476e-9355-b371fd77dd1b · outbound
This paper cites Math-Verify: Math Verification Library, 2023.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Math-Verify: Math Verification Library, 2023
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:19.006825Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7e1d0daf-db50-469e-be9e-1c0f31cb1850 · outbound
This paper cites OpenAI o1 System Card.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking OpenAI o1 System Card
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.601005Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46c18466-ed5b-4404-b7fc-2097d1c65101 · outbound
This paper cites Abstract visual reasoning with tangram shapes.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Abstract visual reasoning with tangram shapes
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:18.814552Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e0ac755b-9f00-462d-ab09-3b38b42ce4ec · outbound
This paper cites Dcot: Dual chain-of-thought prompting for large multimodal models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Dcot: Dual chain-of-thought prompting for large multimodal models
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:18.642575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3b2c1749-b529-46e6-b946-27af2bc38d7e · outbound
This paper cites LLaVA-OneVision: Easy Visual Task Transfer.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking LLaVA-OneVision: Easy Visual Task Transfer
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.734446Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0eb33f72-d27a-4a76-930a-3606de24e0fc · outbound
This paper cites Silkie: Preference Distillation for Large Visual Language Models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Silkie: Preference Distillation for Large Visual Language Models
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.792022Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62f27d10-92d2-4000-9c11-92909d519264 · outbound
This paper cites VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.887272Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1208e7d4-dfad-4aa9-ba0d-592b73ae6df9 · outbound
This paper cites Diving into Self-Evolving Training for Multimodal Reasoning.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Diving into Self-Evolving Training for Multimodal Reasoning
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.938364Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3194040f-a74e-4226-818d-3234125cc836 · outbound
This paper cites Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:12.978031Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0bb0f6b-b5c6-47ba-b795-aefcf70039dd · outbound
This paper cites Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:18.510804Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e43b2e78-e870-4fba-83c5-a9fc52b45e50 · outbound
This paper cites Learn to explain: Multimodal reasoning via thought chains for science question answering.Advances in Neural Information Processing Systems, 35:2507–2521, 2022.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Learn to explain: Multimodal reasoning via thought chains for science question answering.Advances in Neural Information Processing Systems, 35:2507–2521, 2022
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.090908Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation baf9e354-97f7-452c-aeb2-9d34a4aef0c0 · outbound
This paper cites Dynamic prompt learning via policy gradient for semi-structured mathematical reasoning.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Dynamic prompt learning via policy gradient for semi-structured mathematical reasoning
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:18.438773Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f3ea50c4-9b66-4532-954b-befd96fe0118 · outbound
This paper cites Ovis: Structural Embedding Alignment for Multimodal Large Language Model.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Ovis: Structural Embedding Alignment for Multimodal Large Language Model
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.202412Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 768f4ee9-819d-409a-82a3-6511bcca86bf · outbound
This paper cites TextCoT: Zoom In for Enhanced Multimodal Text-Rich Image Understanding.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking TextCoT: Zoom In for Enhanced Multimodal Text-Rich Image Understanding
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.230798Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85d412e4-cd40-4c36-8b56-4669993426c0 · outbound
This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.261487Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86254fe8-b730-415d-851c-388c2eae1875 · outbound
This paper cites Compositional chain-of-thought prompting for large multimodal models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Compositional chain-of-thought prompting for large multimodal models
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:18.282182Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d1e06d9c-a647-4703-aa0f-1712997adb57 · outbound
This paper cites O3 and o4-mini system card.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking O3 and o4-mini system card
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:18.169036Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d2cd426f-ae60-4c5b-a659-a910706b907c · outbound
This paper cites Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.380294Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f4e8530-e3d7-4994-a8a2-82b77e6730e9 · outbound
This paper cites O1 Replication Journey: A Strategic Progress Report -- Part 1.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking O1 Replication Journey: A Strategic Progress Report -- Part 1
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.434001Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b8c2e92-d821-40c1-b36f-71bedf13125f · outbound
This paper cites Direct preference optimization: Your language model is secretly a reward model.Advances in Neural Information Processing Systems, 36:53728–53741, 2023.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Direct preference optimization: Your language model is secretly a reward model.Advances in Neural Information Processing Systems, 36:53728–53741, 2023
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.463903Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6d3d20f-5991-4e78-8cee-5c35904d0653 · outbound
This paper cites Rethinking Reflection in Pre-Training.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Rethinking Reflection in Pre-Training
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.515733Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ab4e716-36fc-488d-9445-0b2094067eea · outbound
This paper cites an unresolved cited work.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Unresolved cited work
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.537018Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9f8922b-8b8f-40fb-ad7f-a5e4a598770b · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.586726Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 983461eb-e95b-4f81-bc9b-e7161ec4e2e9 · outbound
This paper cites Aligning Large Multimodal Models with Factually Augmented RLHF.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Aligning Large Multimodal Models with Factually Augmented RLHF
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.667498Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9623ce81-8064-42c0-b353-2e803c167ba6 · outbound
This paper cites Kimi-VL Technical Report.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Kimi-VL Technical Report
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.706010Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 443fff95-c174-4f1b-b701-1aa212e2e4d1 · outbound
This paper cites Qwq-32b: Embracing the power of reinforcement learning, 2025.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Qwq-32b: Embracing the power of reinforcement learning, 2025
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.751900Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf62bded-4187-46b7-9d7e-cff9c6edfacc · outbound
This paper cites LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.783825Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a19dd4a-05ab-423d-8799-5b2d39bfd03e · outbound
This paper cites Automatic Data Curation for Self-Supervised Learning: A Clustering-Based Approach.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Automatic Data Curation for Self-Supervised Learning: A Clustering-Based Approach
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.815176Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e2bbec1-3765-486d-be83-792e41dc3a9c · outbound
This paper cites Measuring multimodal mathematical reasoning with math-vision dataset.Advances in Neural Information Processing Systems, 37:95095–95169, 2024.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Measuring multimodal mathematical reasoning with math-vision dataset.Advances in Neural Information Processing Systems, 37:95095–95169, 2024
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.847422Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db4734aa-bd8f-48fb-8b6d-ad871887ec71 · outbound
This paper cites Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.922969Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a17f981c-2931-4cd4-a188-00780aeb2972 · outbound
This paper cites VisualPRM: An Effective Process Reward Model for Multimodal Reasoning.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking VisualPRM: An Effective Process Reward Model for Multimodal Reasoning
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:13.976791Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af52cd2a-3648-4a19-8272-91c349c85350 · outbound
This paper cites Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35:24824–24837, 2022
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.016315Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be5d73bb-39cd-4d6c-9ab7-4903ac947a3b · outbound
This paper cites V?: Guided visual search as a core mechanism in multimodal llms.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking V?: Guided visual search as a core mechanism in multimodal llms
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.047663Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f645a90-1413-4158-bc97-bd2620bea1e5 · outbound
This paper cites DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.082910Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7ffcbb5-699a-45e6-a7b4-69e78ef5f9e6 · outbound
This paper cites Valley2: Exploring Multimodal Models with Scalable Vision-Language Design.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Valley2: Exploring Multimodal Models with Scalable Vision-Language Design
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.123082Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 325687c6-cd93-4575-9e89-36946bb2e03e · outbound
This paper cites Grok-1.5 vision preview.https://x.ai/blog/grok-1.5v, 2024.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Grok-1.5 vision preview.https://x.ai/blog/grok-1.5v, 2024
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:18.044283Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8216b34c-7b24-4c7d-b699-180713ba760f · outbound
This paper cites LLaVA-CoT: Let Vision Language Models Reason Step-by-Step.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking LLaVA-CoT: Let Vision Language Models Reason Step-by-Step
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.196592Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef1a0837-1386-407b-829c-63f946f193cb · outbound
This paper cites R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.243341Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 126c7a05-0e26-4e47-af71-db622ff377b7 · outbound
This paper cites Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.280040Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cb9a2fa-18d6-447e-a62d-cf036c3f1d21 · outbound
This paper cites Tree of thoughts: Deliberate problem solving with large language models.Advances in neural information processing systems, 36:11809–11822, 2023.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Tree of thoughts: Deliberate problem solving with large language models.Advances in neural information processing systems, 36:11809–11822, 2023
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.320981Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2a6f081-263a-452c-8fcf-e02f9268efb1 · outbound
This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.363044Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be287d4e-fbca-4dcb-bccf-494b8b5b684d · outbound
This paper cites Rlaif-v: Aligning mllms through open-source ai feedback for super gpt-4v trustworthiness.arXiv preprint arXiv:2405.17220, 2024.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Rlaif-v: Aligning mllms through open-source ai feedback for super gpt-4v trustworthiness.arXiv preprint arXiv:2405.17220, 2024
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.405560Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eba62b12-8943-4eb0-90cc-1e83da13778c · outbound
This paper cites MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark
Reference 62
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.467663Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5fc1b220-d50f-4c6e-8177-b57b88ed8c5e · outbound
This paper cites Griffon: Spelling out all object locations at any granularity with large language models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Griffon: Spelling out all object locations at any granularity with large language models
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:17.944518Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2d6a7a05-c0da-436e-bf2d-44ed9fd03936 · outbound
This paper cites Ferret-v2: An improved baseline for referring and grounding with large language models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Ferret-v2: An improved baseline for referring and grounding with large language models
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:17.766547Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9d312232-0a92-41c3-a7d8-a8b6e7113e02 · outbound
This paper cites Improve Vision Language Model Chain-of-thought Reasoning.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Improve Vision Language Model Chain-of-thought Reasoning
Reference 65
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.605390Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a5719e8-17ef-4d2f-994f-0806687c0102 · outbound
This paper cites SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model
Reference 66
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.660602Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af67a684-595c-4119-b025-89b1851ed955 · outbound
This paper cites MM-RLHF: The Next Step Forward in Multimodal LLM Alignment.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking MM-RLHF: The Next Step Forward in Multimodal LLM Alignment
Reference 67
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.702270Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e94eb29-f3b2-481f-9344-cd4227812f63 · outbound
This paper cites Multimodal Chain-of-Thought Reasoning in Language Models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Multimodal Chain-of-Thought Reasoning in Language Models
Reference 68
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.744601Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b61ee54b-df04-4705-99f2-a932e7f313c4 · outbound
This paper cites Ddcot: Duty-distinct chain-of-thought prompting for multimodal reasoning in language models.Advances in Neural Information Processing Systems, 36:5168–5191, 2023.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Ddcot: Duty-distinct chain-of-thought prompting for multimodal reasoning in language models.Advances in Neural Information Processing Systems, 36:5168–5191, 2023
Reference 69
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.808518Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab1a015a-c659-4ae2-979b-d101bc05bf37 · outbound
This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models
Reference 70
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:55:14.847482Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 154118fb-2756-4d03-a647-3194e61ddeed · outbound
This paper cites an unresolved cited work.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Unresolved cited work
Reference 71
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:55:17.641879Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 49b668c6-1839-40b1-b341-9a14a4da1826 · outbound
This paper cites an unresolved cited work.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Unresolved cited work
Reference 72
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:55:17.545042Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8b139858-c0d0-47db-92a4-2475a2512a97 · outbound
This paper cites an unresolved cited work.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Unresolved cited work
Reference 73
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:55:17.460148Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3bb65ca0-0f86-4c04-9581-9da1db0c5bde · outbound
This paper cites model’s chain-of-thought (CoT).
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking model’s chain-of-thought (CoT)
Reference 74
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:17.375472Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0337b9b7-4972-4951-80b1-eb404c4cef5c · outbound
This paper cites - Then, wrap the model’s entire thought process in <think></think>.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking - Then, wrap the model’s entire thought process in <think></think>
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:17.288363Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 03b5c2e2-ab2a-49f7-85a9-c3c61f023780 · outbound
This paper cites <vcues_1>, <vcues_2>,.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking <vcues_1>, <vcues_2>,
Reference 76
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:17.211611Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 92a74542-590d-4e50-a054-f3ad6876cce2 · outbound
This paper cites All the data to be processed now concern reasoning errors based on visual cues rather than errors in visual cue perception.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking All the data to be processed now concern reasoning errors based on visual cues rather than errors in visual cue perception
Reference 77
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:17.139294Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b2715fd1-294c-463c-987c-a6d13ec84414 · outbound
This paper cites based on the rationale.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking based on the rationale
Reference 78
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:17.067581Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9abc4366-1090-4d11-b7c8-1a1192610bac · outbound
This paper cites an unresolved cited work.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Unresolved cited work
Reference 79
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:55:16.981376Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b3501fb9-f946-451a-ae49-8aa9c067f709 · outbound
This paper cites an unresolved cited work.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Unresolved cited work
Reference 80
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:55:16.906529Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0ec0a9da-6c2b-42c2-82e7-bd83727448e0 · outbound
This paper cites an unresolved cited work.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Unresolved cited work
Reference 81
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:55:16.830330Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7efba94b-a213-4ed4-a25a-0e79e112b29f · outbound
This paper cites Let's verify each visual cue and its reasoning before finalizing the answer.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Let's verify each visual cue and its reasoning before finalizing the answer
Reference 82
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:16.740232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 37267687-4afd-40a6-98bb-e09353490526 · outbound
This paper cites an unresolved cited work.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Unresolved cited work
Reference 83
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:55:16.651087Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8c3afcc1-d706-4bba-8d3f-c0c4259cfd39 · outbound
This paper cites - The angle 78° is an interior angle of the triangle, and angle 1 is 42°.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking - The angle 78° is an interior angle of the triangle, and angle 1 is 42°
Reference 84
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:16.564150Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1993d855-5ca4-4b5a-a7dc-9b2a6750ef4a · outbound
This paper cites However, upon reevaluating the problem, it appears there might be a misunderstanding in the interpretation of the angles.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking However, upon reevaluating the problem, it appears there might be a misunderstanding in the interpretation of the angles
Reference 85
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:16.470842Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 27496727-abc3-4c17-824f-ace683444b01 · outbound
This paper cites - <vcues_2>Angle 1 is 42°</vcues_2>.
GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking - <vcues_2>Angle 1 is 42°</vcues_2>
Reference 86
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:55:16.279875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Pith citing papers
Observation 9bf62d37-bacf-46c9-9528-1e292c4f2fe2 · inbound
SafeWork-R1: Coevolving Safety and Intelligence under the AI-45$^{\circ}$ Law cites this paper.
SafeWork-R1: Coevolving Safety and Intelligence under the AI-45$^{\circ}$ Law GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking
Reference 78
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T14:37:19.575834Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51434a38-27d4-4cdd-9a2e-fd34b8e95e25 · inbound
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey cites this paper.
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking
Reference 240
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T19:21:48.600332Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 74e75a2a-7660-4070-9f2a-35d038cf8ac1 · inbound
Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle cites this paper.
Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking
Reference 234
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T16:07:46.730039Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b5c11b0-909c-4144-9dbe-7e7e7e6e00a9 · inbound
See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection cites this paper.
See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking
Reference 59
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T21:36:17.576402Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8160789e-f389-48e2-ab36-3b6de0efeffc · inbound
From Seeing to Thinking: Decoupling Perception and Reasoning Improves Post-Training of Vision-Language Models cites this paper.
From Seeing to Thinking: Decoupling Perception and Reasoning Improves Post-Training of Vision-Language Models GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking
Reference 26
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T05:13:21.576609Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4ea4b481-5c01-42f1-8ad5-12453ff09425 · inbound
From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models cites this paper.
From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking
Reference 217
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T15:09:55.333992Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.