{"total":26,"rows":[{"id":"2412.05271","title":"Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling","created":"2024-12-06","cited_by_count":1599,"area":"lr"},{"id":"2412.05237","title":"MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale","created":"2024-12-06","cited_by_count":127,"area":"lr"},{"id":"2406.14852","title":"Is A Picture Worth A Thousand Words? Delving Into Spatial Reasoning for Vision Language Models","created":"2024-06-21","cited_by_count":113,"area":"lr"},{"id":"2505.00788","title":"SpatialLLM: A Compound 3D-Informed Design towards Spatially-Intelligent Large Multimodal Models","created":"2025-05-01","cited_by_count":38,"area":"lr"},{"id":"2503.13360","title":"Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning","created":"2025-03-17","cited_by_count":32,"area":"lr"},{"id":"2505.23766","title":"Argus: Vision-Centric Reasoning with Grounded Chain-of-Thought","created":"2025-05-29","cited_by_count":27,"area":"lr"},{"id":"2506.04034","title":"Rex-Thinker: Grounded Object Referring via Chain-of-Thought Reasoning","created":"2025-06-04","cited_by_count":26,"area":"lr"},{"id":"2502.11492","title":"Why Vision Language Models Struggle with Visual Arithmetic? Towards Enhanced Chart and Geometry Understanding","created":"2025-02-17","cited_by_count":24,"area":"lr"},{"id":"2407.07053","title":"Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model","created":"2024-07-09","cited_by_count":21,"area":"lr"},{"id":"2404.14604","title":"Describe-then-Reason: Improving Multimodal Mathematical Reasoning through Visual Comprehension Training","created":"2024-04-22","cited_by_count":17,"area":"lr"},{"id":"2404.06479","title":"Visually Descriptive Language Model for Vector Graphics Reasoning","created":"2024-04-09","cited_by_count":14,"area":"lr"},{"id":"2410.11087","title":"Locality Alignment Improves Vision-Language Models","created":"2024-10-14","cited_by_count":13,"area":"lr"},{"id":"2507.07424","title":"Corvid: Improving Multimodal Large Language Models Towards Chain-of-Thought Reasoning","created":"2025-07-10","cited_by_count":11,"area":"lr"},{"id":"2501.01426","title":"Unifying Specialized Visual Encoders for Video Language Models","created":"2025-01-02","cited_by_count":10,"area":"lr"},{"id":"2507.17699","title":"Thinking Isn't an Illusion: Overcoming the Limitations of Reasoning Models via Tool Augmentations","created":"2025-07-23","cited_by_count":9,"area":"lr"},{"id":"2406.11823","title":"On Efficient Language and Vision Assistants for Visually-Situated Natural Language Understanding: What Matters in Reading and Reasoning","created":"2024-06-17","cited_by_count":7,"area":"lr"},{"id":"2503.10883","title":"Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data","created":"2025-03-13","cited_by_count":7,"area":"lr"},{"id":"2412.03467","title":"Training-Free Mitigation of Language Reasoning Degradation After Multimodal Instruction Tuning","created":"2024-12-04","cited_by_count":6,"area":"lr"},{"id":"2510.08565","title":"NaViL: Rethinking Scaling Properties of Native Multimodal Large Language Models under Data Constraints","created":"2025-10-09","cited_by_count":6,"area":"lr"},{"id":"2602.00104","title":"R3G: A Reasoning-Retrieval-Reranking Framework for Vision-Centric Answer Generation","created":"2026-01-25","cited_by_count":4,"area":"lr"},{"id":"2507.04699","title":"A Visual Leap in CLIP Compositionality Reasoning through Generation of Counterfactual Sets","created":"2025-07-07","cited_by_count":2,"area":"lr"},{"id":"2602.17871","title":"Understanding the Fine-Grained Knowledge Capabilities of Vision-Language Models","created":"2026-02-19","cited_by_count":2,"area":"lr"},{"id":"2603.02099","title":"Recursive Think-Answer Process for LLMs and VLMs","created":"2026-03-02","cited_by_count":2,"area":"lr"},{"id":"2512.06663","title":"CoT4Det: A Chain-of-Thought Framework for Perception-Oriented Vision-Language Tasks","created":"2025-12-07","cited_by_count":1,"area":"lr"},{"id":"2410.07062","title":"TinyEmo: Scaling down Emotional Reasoning via Metric Projection","created":"2024-10-09","cited_by_count":0,"area":"lr"},{"id":"2610.18598","title":"Rethinking Projector Training in Multimodal LLMs","created":"2026-10-13","cited_by_count":0,"area":"lr"}],"next_cursor":null}