Awesome Model

Rank-Then-Act: Reward-Free Control from Frame-Order Progress (2026)

Yuriy Maksyuta et al.

2.00

PRISM: Pushing the Frontier of Deep Think via Process Reward Model-Guided Inference (2026)

Rituraj Sharma et al.

1.94

Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders (2026)

Boqiang Zhang et al.

1.94

NanoVDR: Distilling a 2B Vision-Language Retriever into a 70M Text-Only Encoder for Visual Document Retrieval (2026)

Zhuchenyang Liu et al.

1.94

Image Generators are Generalist Vision Learners (2026)

Valentin Gabeur et al.

1.94

AutoRubric-T2I: Robust Rule-Based Reward Model for Text-to-Image Alignment (2026)

Kuei-Chun Kao et al.

1.94

The Shape of Addition: Geometric Structures of Arithmetic in Large Language Models (2026)

Liuyuan Wen et al.

1.94

EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management (2026)

Zherui Yang et al.

1.94

Fine-tuning Multi-modal LLMs with ART: Art-based Reinforcement Training (2026)

Michal Chudoba et al.

1.94

Deep Research in Physical Sciences: A Multi-Agent Framework and Comprehensive Benchmark (2026)

Yigeng Jiang et al.

1.94

Are Text-to-Image Models Inductivist Turkeys? A Counterfactual Benchmark for Causal Reasoning (2026)

Jiayi Lei et al.

1.94

3D HAMSTER: Bridging Planning and Control in Hierarchical Vision Language Action Models through 3D Trajectory Guidance (2026)

Dongyoon Hwang et al.

1.94

InstanceControl: Controllable Complex Image Generation without Instance Labeling (2026)

Xiaoyu Liu et al.

1.94

GameWorld: Towards Standardized and Verifiable Evaluation of Multimodal Game Agents (2026)

Mingyu Ouyang et al.

1.83

Small Vision-Language Models are Smart Compressors for Long Video Understanding (2026)

Junjie Fei et al.

1.83

Audio-Omni: Extending Multi-modal Understanding to Versatile Audio Generation and Editing (2026)

Zeyue Tian et al.

1.83

UI-Venus-1.5 Technical Report (2026)

Veuns-Team et al.

1.72

Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions (2026)

Mohammed Mehedi Hasan et al.

1.72

Can a Single Model Master Both Multi-turn Conversations and Tool Use? CALM: A Unified Conversational Agentic Language Model (2025)

Emre Can Acikgoz et al.

1.28

V2V-LLM: Vehicle-to-Vehicle Cooperative Autonomous Driving with Multi-Modal Large Language Models (2025)

Hsu-kuang Chiu et al.

1.28

Introducing Visual Perception Token into Multimodal Large Language Model (2025)

Runpeng Yu et al.

1.28

VEM: Environment-Free Exploration for Training GUI Agent with Value Environment Model (2025)

Jiani Zheng et al.

1.28

LLMVoX: Autoregressive Streaming Text-to-Speech Model for Any LLM (2025)

Sambal Shikhar et al.

1.28

UniBiomed: A Universal Foundation Model for Grounded Biomedical Image Interpretation (2025)

Linshan Wu et al.

1.28

Unifying Segment Anything in Microscopy with Multimodal Large Language Model (2025)

Manyu Li et al.

1.28

ARM: Adaptive Reasoning Model (2025)

Siye Wu et al.

1.28

ImgEdit: A Unified Image Editing Dataset and Benchmark (2025)

Yang Ye et al.

1.28

Vision-Language-Vision Auto-Encoder: Scalable Knowledge Distillation from Diffusion Models (2025)

Tiezheng Zhang et al.

1.28

(Almost) Free Modality Stitching of Foundation Models (2025)

Jaisidh Singh et al.

1.28

WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization (2025)

Zhengwei Tao et al.

1.28

Efficient Agents: Building Effective Agents While Reducing Cost (2025)

Ningning Wang et al.

1.28

On the Generalization of SFT: A Reinforcement Learning Perspective with Reward Rectification (2025)

Yongliang Wu et al.

1.28

When Big Models Train Small Ones: Label-Free Model Parity Alignment for Efficient Visual Question Answering using Small VLMs (2025)

Abhirama Subramanyam Penamakuri et al.

1.28

Lavida-O: Elastic Large Masked Diffusion Models for Unified Multimodal Understanding and Generation (2025)

Shufan Li et al.

1.28

CWM: An Open-Weights LLM for Research on Code Generation with World Models (2025)

FAIR CodeGen team et al.

1.28

Artificial Hippocampus Networks for Efficient Long-Context Modeling (2025)

Yunhao Fang et al.

1.28

Parallel Test-Time Scaling for Latent Reasoning Models (2025)

Runyang You et al.

1.28

Training-Free Group Relative Policy Optimization (2025)

Yuzheng Cai et al.

1.28

Uniworld-V2: Reinforce Image Editing with Diffusion Negative-aware Finetuning and MLLM Implicit Feedback (2025)

Zongjian Li et al.

1.28

ReCode: Unify Plan and Action for Universal Granularity Control (2025)

Zhaoyang Yu et al.

1.28

The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution (2025)

Junlong Li et al.

1.28

HunyuanOCR Technical Report (2025)

Hunyuan Vision Team et al.

1.28

Image-Free Timestep Distillation via Continuous-Time Consistency with Trajectory-Sampled Pairs (2025)

Bao Tang et al.

1.28

From FLOPs to Footprints: The Resource Cost of Artificial Intelligence (2025)

Sophia Falk et al.

1.28

Visionary: The World Model Carrier Built on WebGPU-Powered Gaussian Splatting Platform (2025)

Yuning Gong et al.

1.28

FIN-bench-v2: A Unified and Robust Benchmark Suite for Evaluating Finnish Large Language Models (2025)

Joona Kytöniemi et al.

1.28

Robo-Dopamine: General Process Reward Modeling for High-Precision Robotic Manipulation (2025)

Huajie Tan et al.

1.28

StarCoder: may the source be with you! (2023)

Raymond Li et al.

—

Youku-mPLUG: A 10 Million Large-scale Chinese Video-Language Dataset for Pre-training and Benchmarks (2023)

Haiyang Xu et al.

—

LLM-Grounder: Open-Vocabulary 3D Visual Grounding with Large Language Model as an Agent (2023)

Jianing Yang et al.

—

SAM-CLIP: Merging Vision Foundation Models towards Semantic and Spatial Understanding (2023)

Haoxiang Wang et al.

—

Video-LLaVA: Learning United Visual Representation by Alignment Before Projection (2023)

Bin Lin et al.

—

Towards Conversational Diagnostic AI (2024)

Tao Tu et al.

—

Trajectory Consistency Distillation (2024)

Jianbin Zheng et al.

—

DeepSeek-VL: Towards Real-World Vision-Language Understanding (2024)

Haoyu Lu et al.

—

RL for Consistency Models: Faster Reward Guided Text-to-Image Generation (2024)

Owen Oertell et al.

—

MoMA: Multimodal LLM Adapter for Fast Personalized Image Generation (2024)

Kunpeng Song et al.

—

InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD (2024)

Xiaoyi Dong et al.

—

Paint by Inpaint: Learning to Add Image Objects by Removing Them First (2024)

Navve Wasserman et al.

—

CRAG -- Comprehensive RAG Benchmark (2024)

Xiao Yang et al.

—

Awesome Model

Datasets & benchmarks

Key papers

Model

Awesome Model

Datasets & benchmarks

Key papers