Category: Papers

1. Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning 🔑 Keywords: RLVR, token entropy patterns, high-entropy […]

1. ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models 🔑 Keywords: Prolonged reinforcement learning, Reasoning strategies, Language models, AI-generated […]

1. Table-R1: Inference-Time Scaling for Table Reasoning 🔑 Keywords: Table Reasoning, Distillation, RLVR, Generalization, LLMs 💡 Category: Knowledge Representation and Reasoning 🌟 […]

1. The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models 🔑 Keywords: Policy Entropy, Entropy Dynamics, LLMs, Reinforcement Learning, Exploration 💡 […]

1. Mutarjim: Advancing Bidirectional Arabic-English Translation with a Small Language Model 🔑 Keywords: Mutarjim, Arabic-English translation, Tarjama-25, two-phase training, AI-generated summary 💡 […]

1. TabSTAR: A Foundation Tabular Model With Semantically Target-Aware Representations 🔑 Keywords: TabSTAR, Foundation Tabular Model, Semantically Target-Aware Representations, transfer learning 💡 […]

1. NovelSeek: When Agent Becomes the Scientist — Building Closed-Loop System from Hypothesis to Verification 🔑 Keywords: AI, Autonomous Scientific Research, Multi-Agent […]

1. Web-Shepherd: Advancing PRMs for Reinforcing Web Agents 🔑 Keywords: Web-Shepherd, web navigation, process reward model, multimodal large language model 💡 Category: […]

1. Emerging Properties in Unified Multimodal Pretraining 🔑 Keywords: BAGEL, multimodal understanding, foundational model, complex multimodal reasoning, generation 💡 Category: Multi-Modal Learning […]

1. Chain-of-Model Learning for Language Model 🔑 Keywords: Chain-of-Model, Chain-of-Representation, Transformer architecture, elastic inference, AI Native 💡 Category: Natural Language Processing 🌟 […]

1. Qwen3 Technical Report 🔑 Keywords: Qwen3, large language models, multilingual capabilities, Mixture-of-Expert architectures, thinking mode 💡 Category: Natural Language Processing 🌟 […]

1. Beyond ‘Aha!’: Toward Systematic Meta-Abilities Alignment in Large Reasoning Models 🔑 Keywords: Large reasoning models, AI Native, Reinforcement Learning, Meta-abilities, Performance […]