文件名称:
Transformer & Question Answering- Thang Luong.pdf
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文件大小: 9mb
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上传时间: 2019-07-06
详细说明:The Transformer network consists of multiple layers, each with several Attention Heads (and additional layers), used to learn different relationships between tokens. As in many NLP models, the input tokens are first embedded into vectors
This slide Thang Luong from google brain to talk about detail transfomer networkA ST KNG H
Why Transformer?
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VietAI Foundation Class 4-Thang Luong-QA, Transformer, BERT, XLNet
A ST KNG H
Why Transformer?
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Best nLP Model Ever? Google bert
Sets New Standards in 11 Language
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1 Synced in SyncedReview[ Follow
GoogleS BERT
:: Google Al
Transformer
VietAI Foundation Class 4-Thang Luong-QA, Transformer, BERT, XLNet
A ST KNG H
Why Transformer?
Vital
Best nLP Model Ever? Google bert
Sets New Standards in 11 Language
asKs
1 Synced in SyncedReview[ Follow
GoogleS BERT
Google Al
Transformer
ABOUT PROGRESS RESOURCES BLOG
Better Language Models
OpenAl's GPt2
and Their Implications
We've trained a large-scale unsupervised language model which
generates coherent paragraphs of text, achieves state-of-the
art performance on many language modeling benchmarks, and
performs rudimentary reading comprehension, machine
translation, question answering, and summarization-all without
task-specific training
VietAI Foundation Class 4-Thang Luong-QA, Transformer, BERT, XLNet
Outline
Vital
Transformer
Self-attention
o Architecture
Question Answering (BiDAF, QANet
Beyond
VietAI Foundation Class 4-Thang Luong-QA, Transformer, BERT, XLNet
Let's translate"Apple" into your language
Vital
Apple is loved by many people; it is good for your health
Apple is loved by many people; it is good in its design
VietAI Foundation Class 4-Thang Luong-QA, Transformer, BERT, XLNet
Needs to capture long-range dependency
Vital
Apple is loved by many people; it is good for your health
Apple is loved by many people; it is good in its design
VietAI Foundation Class 4-Thang Luong-QA, Transformer, BERT, XLNet
RNNS/LSTMS
Vital
Sequential: slow difficult to capture
long-range dependency
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Apple
for your health
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pple is not aware of health
VietAI Foundation Class 4-Thang Luong-QA, Transformer, BERT, XLNet
Self-attention
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All words connect to one another
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Apple is aware of health
VietAI Foundation Class 4-Thang Luong-QA, Transformer, BERT, XLNet
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