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m-ric 's Collections
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Could be useful one day
Scaling Laws 📏
🚀 Spinning Up in LLMs
🧑‍⚖️ LLM-as-a-judge
🔎⇒💬 RAG
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💡 Interpretability - understanding LLMs
LLM foundations
🔧 Optimization Mechanics 🔧
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Open-source AI Releases - August '24
Mother of all Training Clusters

🔧 Optimization Mechanics 🔧

updated Jul 10, 2024
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  • GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

    Paper • 2210.17323 • Published Oct 31, 2022 • 8

  • LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale

    Paper • 2208.07339 • Published Aug 15, 2022 • 5

  • Hydragen: High-Throughput LLM Inference with Shared Prefixes

    Paper • 2402.05099 • Published Feb 7, 2024 • 20

  • Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

    Paper • 2401.10774 • Published Jan 19, 2024 • 56

  • DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models

    Paper • 2309.03883 • Published Sep 7, 2023 • 35
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2
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