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
- 9