gpt3
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Synthetic datasets for word scramble and arithmetic tasks described in the GPT3
paper.
FeaturesDict({
'completion': Text(shape=(), dtype=string),
'context': Text(shape=(), dtype=string),
})
| Feature |
Class |
Shape |
Dtype |
Description |
|
FeaturesDict |
|
|
|
| completion |
Text |
|
string |
|
| context |
Text |
|
string |
|
@article{brown2020language,
title={Language Models are Few-Shot Learners},
author={Tom B. Brown et. al.}
year={2020},
eprint={2005.14165},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
gpt3/cycle_letters_in_word (default config)
Dataset size: 578.76 KiB
Splits:
| Split |
Examples |
'test' |
10,000 |
gpt3/five_digit_addition
Dataset size: 154.76 KiB
Splits:
| Split |
Examples |
'test' |
2,000 |
gpt3/five_digit_subtraction
Dataset size: 156.37 KiB
Splits:
| Split |
Examples |
'test' |
2,000 |
gpt3/four_digit_addition
Dataset size: 148.99 KiB
Splits:
| Split |
Examples |
'test' |
2,000 |
gpt3/four_digit_subtraction
Dataset size: 150.54 KiB
Splits:
| Split |
Examples |
'test' |
2,000 |
gpt3/mid_word_1_anagrams
Dataset size: 567.89 KiB
Splits:
| Split |
Examples |
'test' |
10,000 |
gpt3/mid_word_2_anagrams
Dataset size: 578.76 KiB
Splits:
| Split |
Examples |
'test' |
10,000 |
gpt3/random_insertion_in_word
Dataset size: 648.42 KiB
Splits:
| Split |
Examples |
'test' |
10,000 |
gpt3/reversed_words
Dataset size: 578.76 KiB
Splits:
| Split |
Examples |
'test' |
10,000 |
gpt3/single_digit_three_ops
Dataset size: 138.33 KiB
Splits:
| Split |
Examples |
'test' |
2,000 |
gpt3/six_digit_addition
Dataset size: 160.70 KiB
Splits:
| Split |
Examples |
'test' |
2,000 |
gpt3/six_digit_subtraction
Dataset size: 162.26 KiB
Splits:
| Split |
Examples |
'test' |
2,000 |
gpt3/sum_of_digits
Dataset size: 194.95 KiB
Splits:
| Split |
Examples |
'test' |
2,000 |
gpt3/three_digit_addition
Dataset size: 143.18 KiB
Splits:
| Split |
Examples |
'test' |
2,000 |
gpt3/three_digit_subtraction
Dataset size: 144.68 KiB
Splits:
| Split |
Examples |
'test' |
2,000 |
gpt3/two_digit_addition
Dataset size: 137.33 KiB
Splits:
| Split |
Examples |
'test' |
2,000 |
gpt3/two_digit_multiplication
Dataset size: 141.29 KiB
Splits:
| Split |
Examples |
'test' |
2,000 |
gpt3/two_digit_subtraction
Dataset size: 138.88 KiB
Splits:
| Split |
Examples |
'test' |
2,000 |
Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License, and code samples are licensed under the Apache 2.0 License. For details, see the Google Developers Site Policies. Java is a registered trademark of Oracle and/or its affiliates.
Last updated 2023-12-19 UTC.
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2023-12-19 UTC."],[],[],null,["# gpt3\n\n\u003cbr /\u003e\n\n- **Description**:\n\nSynthetic datasets for word scramble and arithmetic tasks described in the GPT3\npaper.\n\n- **Homepage** :\n \u003chttps://github.com/openai/gpt-3\u003e\n\n- **Source code** :\n [`tfds.text.Gpt3`](https://github.com/tensorflow/datasets/tree/master/tensorflow_datasets/text/gpt3.py)\n\n- **Versions**:\n\n - **`1.1.0`** (default): New commit for the files.\n- **Download size** : `2.16 MiB`\n\n- **Auto-cached**\n ([documentation](https://www.tensorflow.org/datasets/performances#auto-caching)):\n Yes\n\n- **Feature structure**:\n\n FeaturesDict({\n 'completion': Text(shape=(), dtype=string),\n 'context': Text(shape=(), dtype=string),\n })\n\n- **Feature documentation**:\n\n| Feature | Class | Shape | Dtype | Description |\n|------------|--------------|-------|--------|-------------|\n| | FeaturesDict | | | |\n| completion | Text | | string | |\n| context | Text | | string | |\n\n- **Supervised keys** (See\n [`as_supervised` doc](https://www.tensorflow.org/datasets/api_docs/python/tfds/load#args)):\n `('context', 'completion')`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n Not supported.\n\n- **Citation**:\n\n @article{brown2020language,\n title={Language Models are Few-Shot Learners},\n author={Tom B. Brown et. al.}\n year={2020},\n eprint={2005.14165},\n archivePrefix={arXiv},\n primaryClass={cs.CL}\n }\n\ngpt3/cycle_letters_in_word (default config)\n-------------------------------------------\n\n- **Dataset size** : `578.76 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 10,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/five_digit_addition\n------------------------\n\n- **Dataset size** : `154.76 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 2,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/five_digit_subtraction\n---------------------------\n\n- **Dataset size** : `156.37 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 2,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/four_digit_addition\n------------------------\n\n- **Dataset size** : `148.99 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 2,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/four_digit_subtraction\n---------------------------\n\n- **Dataset size** : `150.54 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 2,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/mid_word_1_anagrams\n------------------------\n\n- **Dataset size** : `567.89 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 10,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/mid_word_2_anagrams\n------------------------\n\n- **Dataset size** : `578.76 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 10,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/random_insertion_in_word\n-----------------------------\n\n- **Dataset size** : `648.42 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 10,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/reversed_words\n-------------------\n\n- **Dataset size** : `578.76 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 10,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/single_digit_three_ops\n---------------------------\n\n- **Dataset size** : `138.33 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 2,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/six_digit_addition\n-----------------------\n\n- **Dataset size** : `160.70 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 2,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/six_digit_subtraction\n--------------------------\n\n- **Dataset size** : `162.26 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 2,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/sum_of_digits\n------------------\n\n- **Dataset size** : `194.95 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 2,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/three_digit_addition\n-------------------------\n\n- **Dataset size** : `143.18 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 2,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/three_digit_subtraction\n----------------------------\n\n- **Dataset size** : `144.68 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 2,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/two_digit_addition\n-----------------------\n\n- **Dataset size** : `137.33 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 2,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/two_digit_multiplication\n-----------------------------\n\n- **Dataset size** : `141.29 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 2,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\ngpt3/two_digit_subtraction\n--------------------------\n\n- **Dataset size** : `138.88 KiB`\n\n- **Splits**:\n\n| Split | Examples |\n|----------|----------|\n| `'test'` | 2,000 |\n\n- **Examples** ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples..."]]
