# Advanced NLP: Tokenization, Embeddings, and Decoding
Status: public
Confidence: medium (0.78) (verified)
Last verified: 2026-05-28
Generation: ai_structured


## TL;DR

Advanced NLP techniques include transformer attention, bidirectional pretraining, and retrieval-augmented generation. This repair maps NLP claims to primary papers.

## Core Explanation

The previous article had source coverage but capped claims. The repaired version aligns fact confidence and evidence to three direct NLP sources.

## Further Reading

- [Attention Is All You Need](https://arxiv.org/abs/1706.03762)
- [BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding](https://arxiv.org/abs/1810.04805)
- [Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks](https://arxiv.org/abs/2005.11401)