Category: Papers

1. InfiniteHiP: Extending Language Model Context Up to 3 Million Tokens on a Single GPU 🔑 Keywords: Long Context, LLM Inference, Token […]

1. Fino1: On the Transferability of Reasoning Enhanced LLMs to Finance 🔑 Keywords: Large Language Models, Financial Reasoning, CoT Fine-Tuning, Reinforcement Learning, […]

1. Expect the Unexpected: FailSafe Long Context QA for Finance 🔑 Keywords: LLM, Query Failure, Context Failure, Robustness, Financial Applications 💡 Category: […]

1. SynthDetoxM: Modern LLMs are Few-Shot Parallel Detoxification Data Annotators 🔑 Keywords: multilingual text detoxification, parallel datasets, LLMs, SynthDetoxM, data scarcity 💡 […]

1. Analyze Feature Flow to Enhance Interpretation and Steering in Language Models 🔑 Keywords: Sparse Autoencoder, Inter-layer Feature Links, Feature Evolution, Text […]

1. SmolLM2: When Smol Goes Big — Data-Centric Training of a Small Language Model 🔑 Keywords: Large Language Models, SmolLM2, Multistage Training, […]

1. VideoJAM: Joint Appearance-Motion Representations for Enhanced Motion Generation in Video Models 🔑 Keywords: VideoJAM, motion coherence, generative video models, pixel reconstruction […]

1. The Differences Between Direct Alignment Algorithms are a Blur 🔑 Keywords: Direct Alignment Algorithms, Reinforcement Learning, Supervised Fine-Tuning, Pointwise Objectives 💡 […]

1. s1: Simple test-time scaling 🔑 Keywords: Test-time scaling, Language modeling, OpenAI, Reasoning performance, Budget forcing 💡 Category: Natural Language Processing 🌟 […]

1. GuardReasoner: Towards Reasoning-based LLM Safeguards 🔑 Keywords: LLMs, GuardReasoner, reasoning, guard models, safety-critical applications 💡 Category: Knowledge Representation and Reasoning 🌟 […]

1. Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate 🔑 Keywords: Supervised Fine-Tuning (SFT), Critique Fine-Tuning (CFT), GPT-4o, […]

1. SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training 🔑 Keywords: supervised fine-tuning, reinforcement learning, model generalization, text-based rule […]