The Prompt Tuning Playbook
Explore the nuanced world of prompt tuning, from prefix paradigms to multi-task mastery in language models.
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Jul 1912 min read
A Comprehensive Analysis of LoRA Variants
Explore LoRA variants: DoRA, QLoRA, AdaLoRA, HyperLoRA. Fine Tune language models with advanced adaptation techniques.
Jul 1212 min read
Adapter Fine-Tuning Demystified
Adapter fine-tuning: Model customization via standard, bottleneck, or parallel adapters. Hyperformers use task-specific hypernetworks.
Jul 719 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 712 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.
Jun 308 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.
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