Files

1.2 KiB

title, authors, year, venue, doi, ara_version, domain, keywords, claims_summary, abstract
title authors year venue doi ara_version domain keywords claims_summary abstract
Example Paper: Attention Is All You Need
Vaswani
Shazeer
Parmar
Uszkoreit
Jones
Gomez
Kaiser
Polosukhin
2017 NeurIPS arXiv:1706.03762 1.0 Natural Language Processing
transformer
attention
sequence-to-sequence
machine translation
Self-attention alone achieves SOTA on machine translation
Transformers train faster than recurrent/convolutional alternatives
The dominant sequence transduction models are based on complex recurrent or convolutional neural networks...

Attention Is All You Need

Overview

This is a minimal example ARA artifact demonstrating the format. A real artifact would contain complete content in every file.

Layer Index

Cognitive Layer (/logic)

File Description
problem.md Observations about RNN limitations -> transformer insight
claims.md 2 falsifiable claims (C01-C02)

Exploration Graph (/trace)

File Description
exploration_tree.yaml Minimal 3-node research DAG