Understand the paper : Learning Longformer:The Long-Document Transformer
Contributors
- Objectives
- With this list you can learn about Longformer and how to implement it.
- Potential Use Cases
- Long text summarization, Long text question answering.
- Who is This For ?
- ADVANCEDNLP Data scientist from all audience levels
Click on each of the following annotated items to see details.
Resource Asset5/7
ARTICLE 1. Introduction to Transformer Encoder Decoder Model
- What is transformer and how it works?
10 minutes
ARTICLE 2. Attentions Mechanism In Neural Machine Translation
- What is attention and type of attention mechanisms?
20 minutes
PAPER 3. Longformer : The Long-Document Transformer (Original Paper)
- What is long former and attention mechanism to process long sequence?
20 minutes
ARTICLE 4. Understanding Transformer-Based Self-Supervised Architectures - LongFormer
- How can we reduce the computational cost of the attention calculations, which grow quadratically with sequence length?
7 minutes
REPO 5. Longformer : The Long-Document Transformer Github Repo
- How longformer is implemented?
10 minutes
ARTICLE 6. Train a Longformer for Detecting Hyper-partisan News
- How to train a longformer?
7 minutes
ARTICLE 7. Train a Longformer for the Question Answering
- How to implement longformer for question answering task?
7 minutes
Concepts Covered
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