Datasets:
article stringlengths 8.52k 116k | abstract stringlengths 247 3.09k |
|---|---|
tungsten ( w ) is one of the most important constituents of tokamak reactor walls @xcite .
additionally , it radiates strongly over almost all ionisation stages . for example , the most intense emission lines of w ions @xcite are from w xxii to w l in the vuv to the soft x - ray region , covering an electron temperatur... | calculations of energy levels , radiative rates and lifetimes are reported for eight ions of tungsten , i.e. s - like ( w lix ) to f - like ( w lxvi ) .
a large number of levels has been considered for each ion and extensive configuration interaction has been included among a range of configurations . for the calculati... |
the understanding of the implications of non - markovianity and the reasons for its occurrence are still largely elusive . yet
, they are stimulating a growing interest in light of their potential impact on many disciplines , from quantum information and nano - technology up to quantum biology @xcite . an important con... | we study the interplay between forgetful and memory - keeping evolution enforced on a two - level system by a multi - spin environment whose elements are coupled to local bosonic baths .
contrarily to the expectation that any non - markovian effect would be _ buried _ by the forgetful mechanism induced by the spin - ba... |
the classical theory of force - free motions of rigid particle systems has a long history in connection with investigation in mathematics and mechanics . from the differential calculus , in the case of translational particle motions in euclidean space ( newton axioms of mechanics ) , to the riemann geometry .
hence , t... | the dynamics of force free motion of pendulums on surfaces of constant gaussian curvature is addressed when the pivot moves along a geodesic obtaining the lagragian of the system . as a application it is possible the study of elastic and quantum pendulums .
_ ams classification scheme numbers _ : 70h03 , 53a35 , 53b20 ... |
( hereafter ) is a 33ms radio pulsar discovered in the green bank telescope ( gbt ) 350 mhz drift - scan pulsar survey @xcite . with a dispersion measure of 3.27pc@xmath5
, it appeared to be one of the closest pulsars to the earth .
further observations showed was in a binary system with an orbital period of 2.45days a... | the recycled pulsar is one of the closest known neutron stars , with a parallax distance of @xmath0pc and an edge - on orbit .
we measure the shapiro delay in the system through pulsar timing with the green bank telescope , deriving a low pulsar mass ( @xmath1 ) and a high companion mass ( @xmath2 ) consistent with eit... |
"a convex polyhedron @xmath0 is the intersection of half - spaces of the @xmath1-dimensional euclide(...TRUNCATED) | "the probability content of a convex polyhedron with a multivariate normal distribution can be regar(...TRUNCATED) |
"a couple of decades ago it was found that radio emission is observed by about three times more ofte(...TRUNCATED) | "three hundred fifty three radio sources from the nrao vla sky survey ( nvss ) ( condon et al .\n@xc(...TRUNCATED) |
"modern lattice qcd simulations are mostly based on direct evaluation of the path integral of the th(...TRUNCATED) | "we propose a stochastic method for solving schwinger - dyson equations in large-@xmath0 quantum fie(...TRUNCATED) |
"the question of neutrino mass is one of the most profound in modern particle physics .\nmost plausi(...TRUNCATED) | "we present a markov chain monte carlo global analysis of neutrino parameters using both cosmologica(...TRUNCATED) |
"recent discoveries of photoinduced metallic phases in several mott insulators@xcite made us conside(...TRUNCATED) | "we performed optical - pump terahertz - probe measurements of a mott insulator ytio@xmath0 and a ba(...TRUNCATED) |
"traffic flow is one of the most interesting phenomena of many - body systems which may be controlle(...TRUNCATED) | "in the optimal velocity model proposed as a new version of car following model , it has been found (...TRUNCATED) |
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ArXiv Summarization Dataset - 20K Preprocessed
A preprocessed dataset of 20,000 ArXiv papers with their full articles and abstracts, designed for abstract generation and summarization tasks.
Dataset Description
This dataset contains 20,000 ArXiv papers that have been filtered and preprocessed to ensure quality for training summarization models. Each example contains the full article text and its corresponding abstract.
Dataset Structure
The dataset has the following structure:
- article: The full text of the ArXiv paper
- abstract: The abstract/summary of the paper
Dataset Statistics
- Total Papers: 20,000
- Article Word Count:
- Mean: 5,875.84 words
- Median: 5,217 words
- Range: 2,000 - 14,998 words
- Abstract Word Count:
- Mean: 179.86 words
- Median: 166 words
- Range: 50 - 500 words
- Length Ratio (article/abstract):
- Mean: 36.00
- Median: 32.43
- Range: 5.01 - 99.98
Filtering Criteria
The dataset was filtered using the following criteria:
- Minimum article words: 2,000
- Maximum article words: 15,000
- Minimum abstract words: 50
- Maximum abstract words: 500
- Minimum length ratio (article/abstract): 5
- Maximum length ratio (article/abstract): 100
Usage
from datasets import load_dataset
# Load the dataset
dataset = load_dataset("yilmazzey/arxiv_summarization_20k_preprocessed")
# Access the data
print(dataset['train'][0])
# Output: {'article': '...', 'abstract': '...'}
Use Cases
This dataset is suitable for:
- Training abstract generation models
- Fine-tuning language models for summarization
- Research on long-form text summarization
- Evaluating summarization metrics (ROUGE, BLEU, etc.)
Citation
If you use this dataset, please cite:
@dataset{arxiv_summarization_20k_preprocessed,
title={ArXiv Summarization Dataset - 20K Preprocessed},
author={Yilmaz, Zeynep},
year={2024},
url={https://huggingface.co/datasets/yilmazzey/arxiv_summarization_20k_preprocessed}
}
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