text
stringlengths 0
19.3k
|
|---|
# Copyright (c) 2019 NVIDIA Corporation
|
The English language has this property that the larger the dataset, the higher the average number of times a word appears in that dataset. Let FREQ denote the average number of times a token appears in a dataset. Low FREQ makes it hard for neural language models to do well on small datasets.
|
SimpleBooks is a small long-term dependency dataset that has the FREQ number equivalent to the 1 billion token dataset. Its small vocabulary size and small percentage of out-of-vocabulary words make it an ideal testbed and benchmark for word-level language modeling task and tutorials.
|
It was created from 1,573 Gutenberg books. They were selected out of 39,432 Gutenberg books using a hill-climbing algorithm to maximize FREQ.
|
SimpleBooks comes in two sizes:
|
- SimpleBooks-2 (11MB): 2.2M tokens with the vocab size of 11,492.
|
- SimpleBooks-92 (409MB): 92M tokens with the vocab size of 98,304.
|
Each size comes with the tokenized version (simplebooks-[2/92]) and a raw version that hasn't been tokenized (simplebooks-[2/92]-raw).
|
SimpleBooks compared to several other small/medium sized language modeling datasets"
|
Source Tokens Vocab OOV FREQ
|
1Billion News 829M 793,471 0.28% 1045.09
|
WikiText-103 Wikipedia 103M 267,735 0.4% 385.56
|
WikiText-2 Wikipedia 2M 33,278 2.6% 62.76
|
PTB News 0.9M 10,000 4.8% 88.75
|
==============================================================
|
SimpleBooks-92 Books 91.5M 98,304 0.11% 931.4
|
SimpleBooks-2 Books 2.2M 11,492 0.47% 195.43
|
SimpleBooks is distributed under Creative Common Attribution CC-BY license.
|
If you use this dataset, please cite:
|
`SimpleBooks: Long-term dependency book dataset with simplifiedEnglish vocabulary for word-level language modeling` (Huyen Nguyen, 2019)
|
The paper is availabe on arxiv!
|
Bunny Rabbit 's <unk>
|
By
|
Mary <unk> <unk>
|
Bunny Rabbit 's <unk>
|
Mr. and Mrs. Rabbit and the three little rabbits lived in the woods .
|
Each little rabbit had a name .
|
There was Bunny Rabbit , <unk> Rabbit , and Billy Rabbit .
|
Bunny was full of fun , and liked to play tricks on his brothers .
|
<unk> liked to play with Bunny . He was always ready to join in all the fun .
|
But Billy was lazy . He did not like to work , and he did not like to play .
|
He liked to curl up in the tall grass and sleep .
|
The rabbits had many playmates in the woods and fields .
|
They played with the gray squirrels that lived in the big oak tree .
|
They played with the red squirrels that lived in the old stone wall .
|
Sometimes Bunny ran down to the brook to visit old Mr. Green Frog .
|
Sometimes he talked to Mrs. Duck , when she came to the brook to teach her little ones to swim .
|
There was always something to do ; and Bunny , and <unk> , and Billy were always doing something .
|
One Christmas Mrs. Rabbit gave Bunny a book .
|
She made it herself out of maple leaves .
|
She pinned the leaves together with thorns from the rose - bush that grew on the wall .
|
When Bunny saw the book he jumped up and down and clapped his hands .
|
" Oh , goody , goody ! " he said . " What a pretty book this is . "
|
" I will sit down on the old stump and read the stories this very minute . "
|
So Bunny sat down on the stump and opened his book .
|
He opened the book and looked at the first leaf .
|
There was no story to read .
|
He looked at the next leaf .
|
There was no story to read .
|
He turned one leaf and then another .
|
They were all alike .
|
There was not a story in the book , and Bunny could not find one picture .
|
" This is a funny book , " he said to himself . " I will run and ask Mother Rabbit what kind of a book this is . "
|
So Bunny jumped off the stump and ran to find Mother Rabbit .
|
End of preview. Expand
in Data Studio
No dataset card yet
- Downloads last month
- -