Category: Papers

1. Kuwain 1.5B: An Arabic SLM via Language Injection 🔑 Keywords: Language Model Expansion, Large Language Model (LLM), Arabic Language, Benchmarks 💡 […]

1. Learning to Reason under Off-Policy Guidance 🔑 Keywords: Large Reasoning Models (LRMs), Reinforcement Learning (RL), Zero-RL, Off-Policy, LUFFY 💡 Category: Reinforcement […]

1. Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model? 🔑 Keywords: Reinforcement Learning, Verifiable Rewards, reasoning capabilities, […]

1. CLIMB: CLustering-based Iterative Data Mixture Bootstrapping for Language Model Pre-training 🔑 Keywords: CLIMB, semantic space, proxy model, ClimbLab, ClimbMix 💡 Category: […]

1. ColorBench: Can VLMs See and Understand the Colorful World? A Comprehensive Benchmark for Color Perception, Reasoning, and Robustness 🔑 Keywords: Vision-Language […]

1. xVerify: Efficient Answer Verifier for Reasoning Model Evaluations 🔑 Keywords: reasoning models, complex reasoning, xVerify, equivalence judgment, VAR dataset 💡 Category: […]

1. InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models 🔑 Keywords: InternVL3, multimodal pre-training paradigm, MLLM, V2PE, open-source MLLMs […]

1. Kimi-VL Technical Report 🔑 Keywords: Mixture-of-Experts (MoE), Vision-Language Model (VLM), Multimodal Reasoning, Long Context Understanding, Reinforcement Learning (RL) 💡 Category: Multi-Modal […]

1. SmolVLM: Redefining small and efficient multimodal models 🔑 Keywords: Vision-Language Models, Resource-Efficient, On-Device Applications, Tokenization, Multimodal Performance 💡 Category: Multi-Modal Learning […]

1. Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving 🔑 Keywords: Multi-SWE-bench, Large Language Models, Reinforcement Learning, AGI 💡 Category: Reinforcement Learning 🌟 […]

1. Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems 🔑 Keywords: Large Language Models, Intelligent […]

1. MergeVQ: A Unified Framework for Visual Generation and Representation with Disentangled Token Merging and Quantization 🔑 Keywords: Masked Image Modeling, Vector […]