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The Prompt Tuning Playbook
Explore the nuanced world of prompt tuning, from prefix paradigms to multi-task mastery in language models.
Jul 27, 202417 min read


A Comprehensive Analysis of LoRA Variants
Explore LoRA variants: DoRA, QLoRA, AdaLoRA, HyperLoRA. Fine Tune language models with advanced adaptation techniques.
Jul 19, 202412 min read


Adapter Fine-Tuning Demystified
Adapter fine-tuning: Model customization via standard, bottleneck, or parallel adapters. Hyperformers use task-specific hypernetworks.
Jul 12, 202412 min read


Advanced Decoding Techniques: Optimizing Inference in LLMs
Elevate your LLM inference skills! Explore contrastive search, typical sampling, and cutting-edge optimization methods.
Jul 7, 202419 min read


Decoding Fundamentals: Exploring Basic Inference Methods
Delve into core decoding strategies! Understand greedy decoding, beam search, and sampling techniques. Learn their strengths and use cases.
Jul 7, 202412 min read


Comprehensive Guide to Advanced Tokenization Techniques in NLP
BPE, WordPiece, or Byte-Level? Compare tokenization methods and choose wisely. Combine techniques for optimal NLP performance.
Jun 30, 20248 min read
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