Category: Papers

1. Soundwave: Less is More for Speech-Text Alignment in LLMs 🔑 Keywords: Efficient Training, Speech Large Language Models, Soundwave, Representation Space Gap, […]

1. Region-Adaptive Sampling for Diffusion Transformers 🔑 Keywords: Diffusion models, Diffusion Transformers, RAS, real-time applications, sampling strategy 💡 Category: Generative Models 🌟 […]

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 🌟 […]