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Evaluation Metrics for Synthetic QA Datasets in RAG Evaluation

RAG: Enhancing Language Models with External knowledge

Annoy and Approximate Nearest Neighbor Algorithm

The ReACT Agent Framework

LoRA: Low-Rank Adaptation for Efficient Fine-Tuning

T5: The Text-to-Text Transfer Transformer

From GPT-1 to GPT-3: A New Era in NLP

A Comprehensive Overview of BERT

Understanding the Transformer Architecture

Self-Attention: Queries, Keys, and Values in Action

Understanding scaling factor in Self-Attention

Normalization in Deep Learning

Padding and Look-Ahead Mask in the Transformer Decoder

Encoder - Decoder Attention in the Transformer

Sinusoidal Positional Encoding in the Transformer

Attention Mechanism in Encoder - Decoder Architecture

Seq2Seq Learning - An Encoder-Decoder Approach

Model Evaluation: Sensitivity, Specificity, and ROC-AUC

A Lagrange Multiplier Approach to PCA