Author: insights

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 […]

1. Baichuan-Omni-1.5 Technical Report Keywords: Baichuan-Omni-1.5, omni-modal, audio generation, MLLM Category: Multi-Modal Learning Research Objective: – To introduce Baichuan-Omni-1.5, […]

1. Humanity’s Last Exam Keywords: Benchmarks, Large Language Models, LLM Capabilities, Humanity’s Last Exam, Multi-Modal Category: Natural Language Processing […]

1. SRMT: Shared Memory for Multi-agent Lifelong Pathfinding Keywords: Multi-agent reinforcement learning, Cooperative multi-agent problems, Shared Recurrent Memory Transformer, Coordination, Decentralized […]