datajuicer/LLaMA-1B-dj-refine-150B
Text Generation • Updated • 389k • 3
meta dict | text stringlengths 4.3k 208k | stats dict | simhash float64 116,652,451B 17,962,051,210B |
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{
"creator": "Swindell Blumenthal-Barby, J. S.",
"date": "2010",
"datestamp": 1567953700000,
"description": "The phenomenon of ambivalence is an important one for any philosophy of action. Despite this importance, there is a lack of a fully satisfactory analysis of the phenomenon. Although many contemporary phi... | PLEASE SCROLL DOWN FOR ARTICLE This article was downloaded by: [Ph.D, J.S. Swindell] On: 10 March 2010 Access details: Access Details: [subscription number 919787708] Publisher Routledge Informa Ltd Registered in England and Wales Registered Number: 1072954 Registered office: Mortimer House, 3741 Mortimer Street, Londo... | {
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"flagged_words_ratio": 0,
"lang": "en",
"lang_score": 0.9457707405,
"max_line_length": 45507,
"num_words": 9521,
"perplexity": 389.6,
"special_char_ratio": 0.2290856352,
"word_rep_ratio": 0.1269974769
} | 6,168,735,036,475,042,000 |
{
"creator": ", Lucas",
"date": "forthcoming",
"datestamp": 1457890204000,
"description": "Averiguando la esboza de Filolao, tomando cuenta del recurso acesorio que hizo verodImilmente a datos observacionales",
"identifier": "oai:philarchive.org/rec/AAF-13",
"language": "es",
"subject": "Philosophy",
"t... | Ninguna entre las previas rendiciones, ya había recobrado validez astronómica. Como si los quienes hicieron ricercas desde Crotona hubieran sido modelistas. Desde ahora, no pienso mi granito de arena apuntàndolo en astronomía desconviniese a Mattei con tal de cautela filológica2. Presupuesto : Filolao ciertamente no de... | {
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"flagged_words_ratio": 0.0004612546,
"lang": "es",
"lang_score": 0.868947506,
"max_line_length": 6235,
"num_words": 2168,
"perplexity": 3743.8,
"special_char_ratio": 0.3164394547,
"word_rep_ratio": 0.0018527096
... | 6,267,094,719,585,550,000 |
{
"creator": "Williams, J. Robert G.",
"date": "2006",
"datestamp": 1587604144000,
"description": "If one believes vagueness to be an exclusively representational phenomenon, one faces the problem of the many: in the vicinity of Kilimanjaro, there are many 'mountain-candidates', all, apparently, with more or le... | An Argument for the Many Penultimate Draft.∗ by J.R.G. Williams (September 29, 2005) Abstract If one believes that vagueness is an exclusively representational phenomenon, one faces the problem of the many. In the vicinity of Kilimanjaro, there are many many 'mountain candidates' all, apparently, with more-or-less equa... | {
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"flagged_words_ratio": 0.0002570033,
"lang": "en",
"lang_score": 0.9293159246,
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"num_words": 3891,
"perplexity": 429.3,
"special_char_ratio": 0.2099043331,
"word_rep_ratio": 0.00721277... | 10,066,612,388,443,870,000 |
{
"creator": "Troye, Sigurd",
"date": "2011",
"datestamp": 1478244400000,
"description": "Organizational learning can be described as a transfer of individuals’ cognitive mental models to shared mental models. Employees, seeking the same colleagues for advice, are structurally equivalent, and the aim of the pap... | Problems and Perspectives in Management, Volume 9, Issue 2, 2011 44 SECTION 3. General issues in management Jarle Aarstad (Norway), Marcus Selart (Norway), Sigurd Troye (Norway) Advice seeking network structures and the learning organization Abstract Organizational learning can be described as a transfer of individuals... | {
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"num_words": 6581,
"perplexity": 1041.1,
"special_char_ratio": 0.2238280625,
"word_rep_ratio": 0.0424528302
} | 6,474,424,217,537,230,000 |
{
"creator": "Maltais, Aaron",
"date": "2015",
"datestamp": 1559833314000,
"description": "Investments in mitigating climate change have their greatest environmental impact over the long term. As a consequence the incentives to invest in cutting greenhouse gas emissions today appear to be weak. In response to t... | MAKING OUR CHILDREN PAY FOR MITIGATION AARON MALTAIS1 This author produced PDF is the accepted but pre-copy-editing version of a chapter that appears in A. Maltais & C. McKinnon (eds) The Ethics of Climate Governance, published by Rowman & Littlefield Publishers Inc in July of 2015. INTRODUCTION Investments in mitigati... | {
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} | 13,879,211,809,627,290,000 |
{"creator":"Feeney, Aaron M.","date":"2014","datestamp":1587507802000,"description":"{June 2018 UPDA(...TRUNCATED) | "Understanding Future-Viewing Machines and Time Travel∗ Aaron M. Feeney 1 Introduction The concept(...TRUNCATED) | {"alnum_ratio":0.8025885694,"avg_line_length":121148.0,"char_rep_ratio":0.0733289857,"flagged_words_(...TRUNCATED) | 577,131,367,252,509,800 |
{"creator":"Abao, Antonia Sasap","date":"2020","datestamp":1575018037000,"description":"The World Ec(...TRUNCATED) | "African Journal of Hospitality, Tourism and Leisure, Volume 9 (1) - (2020) ISSN: 2223-814X Copyrigh(...TRUNCATED) | {"alnum_ratio":0.8131961208,"avg_line_length":23613.0,"char_rep_ratio":0.0734621251,"flagged_words_r(...TRUNCATED) | 16,319,703,398,181,415,000 |
{"creator":"Abath, André J.","date":"2008","datestamp":1426784178000,"description":"John McDowell a(...TRUNCATED) | "Empirical Beliefs, Perceptual Experiences and Reasons ∗ This is a preprint version of an article (...TRUNCATED) | {"alnum_ratio":0.8011220142,"avg_line_length":51871.0,"char_rep_ratio":0.1424549767,"flagged_words_r(...TRUNCATED) | 7,520,256,921,094,345,000 |
{"creator":"Abad Espinoza, Luis Gregorio","date":"2019","datestamp":1579942839000,"description":"Cul(...TRUNCATED) | "© PASOS. Revista de Turismo y Patrimonio Cultural. ISSN 1695-7121 Vol. 17 N.o 4. Págs. 671‐693.(...TRUNCATED) | {"alnum_ratio":0.8145356365,"avg_line_length":99631.0,"char_rep_ratio":0.083214551,"flagged_words_ra(...TRUNCATED) | 4,728,978,874,712,900,000 |
{"creator":"Abbott, Russ","date":"manuscript","datestamp":1587672863000,"description":"Fundamental t(...TRUNCATED) | "/62 Abstractions and implementations: a computer science perspective on emergence, causality, and m(...TRUNCATED) | {"alnum_ratio":0.7984083095,"avg_line_length":207955.0,"char_rep_ratio":0.0729035423,"flagged_words_(...TRUNCATED) | 7,211,775,244,297,247,000 |
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The Pile -- PhilPaper (refined by Data-Juicer)
A refined version of PhilPaper dataset in The Pile by Data-Juicer. Removing some "bad" samples from the original dataset to make it higher-quality.
This dataset is usually used to pretrain a Large Language Model.
Notice: Here is a small subset for previewing. The whole dataset is available here (About 1.7GB).
Dataset Information
- Number of samples: 29,117 (Keep ~88.82% from the original dataset)
Refining Recipe
# global parameters
project_name: 'our-recipes-Philpaper'
dataset_path: '/path/to/the/original/dataset/' # path to your dataset directory or file
export_path: 'Philpaper-refine-result.jsonl' # path to your dataset result file
np: 50 # number of subprocess to process your dataset
ds_cache_dir: /cache # path to your dataset cache file
open_tracer: true
# process schedule
# a list of several process operators with their arguments
process:
- clean_email_mapper:
- clean_links_mapper:
- fix_unicode_mapper:
- punctuation_normalization_mapper:
- whitespace_normalization_mapper:
- alphanumeric_filter:
tokenization: false
min_ratio: 0.7 # <3sigma (0.72)
- average_line_length_filter:
max_len: 5e5 # >3sigma (406006)
- character_repetition_filter:
rep_len: 10
max_ratio: 0.2 # >3sigma (0.145)
- flagged_words_filter:
lang: en
tokenization: true
max_ratio: 0.0007 # 3sigma
- language_id_score_filter:
min_score: 0.6
- maximum_line_length_filter:
max_len: 1e6 # 3sigma
- perplexity_filter:
lang: en
max_ppl: 5000
- special_characters_filter:
max_ratio: 0.4 # > 3sigma (0.302)
- words_num_filter:
lang: en
tokenization: true
min_num: 1000
max_num: 2e5 # 3sigma
- word_repetition_filter:
lang: en
tokenization: true
rep_len: 10
max_ratio: 0.3 # > 3sigma (0.249)
- document_simhash_deduplicator:
tokenization: space
window_size: 6
lowercase: true
ignore_pattern: '\p{P}'
num_blocks: 6
hamming_distance: 4
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