MegaScale: Scaling Large Language Model Training to More Than 10,000 GPUs
Paper
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2402.15627
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Published
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35
LLM
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Beyond Language Models: Byte Models are Digital World Simulators
Paper • 2402.19155 • Published • 50 -
VisionLLaMA: A Unified LLaMA Interface for Vision Tasks
Paper • 2403.00522 • Published • 45 -
Stealing Part of a Production Language Model
Paper • 2403.06634 • Published • 91 -
Adding NVMe SSDs to Enable and Accelerate 100B Model Fine-tuning on a Single GPU
Paper • 2403.06504 • Published • 53 -
An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models
Paper • 2403.06764 • Published • 26 -
Megalodon: Efficient LLM Pretraining and Inference with Unlimited Context Length
Paper • 2404.08801 • Published • 65 -
LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding
Paper • 2404.16710 • Published • 77 -
Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs
Paper • 2406.18629 • Published • 42 -
Simulating Classroom Education with LLM-Empowered Agents
Paper • 2406.19226 • Published • 31 -
SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation
Paper • 2406.19215 • Published • 30 -
Aligning Teacher with Student Preferences for Tailored Training Data Generation
Paper • 2406.19227 • Published • 25 -
T-FREE: Tokenizer-Free Generative LLMs via Sparse Representations for Memory-Efficient Embeddings
Paper • 2406.19223 • Published • 9 -
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation
Paper • 2406.18676 • Published • 6 -
Direct Preference Knowledge Distillation for Large Language Models
Paper • 2406.19774 • Published • 22 -
We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?
Paper • 2407.01284 • Published • 76 -
Unveiling Encoder-Free Vision-Language Models
Paper • 2406.11832 • Published • 51 -
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents
Paper • 2407.04363 • Published • 27 -
Human-like Episodic Memory for Infinite Context LLMs
Paper • 2407.09450 • Published • 60 -
GAVEL: Generating Games Via Evolution and Language Models
Paper • 2407.09388 • Published • 16 -
Q-Sparse: All Large Language Models can be Fully Sparsely-Activated
Paper • 2407.10969 • Published • 22 -
Better Alignment with Instruction Back-and-Forth Translation
Paper • 2408.04614 • Published • 15 -
mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models
Paper • 2408.04840 • Published • 34