Datasets:

reichenbach
/

arxiv_ppr_embeds

article stringlengths 0 744k	abstract stringlengths 0 154k	embeddings sequence
additive models @xcite provide an important family of models for semiparametric regression or classification . some reasons for the success of additive models are their increased flexibility when compared to linear or generalized linear models and their increased interpretability when compared to fully nonparametric mo...	additive models play an important role in semiparametric statistics . this paper gives learning rates for regularized kernel based methods for additive models . these learning rates compare favourably in particular in high dimensions to recent results on optimal learning rates for purely nonparametric regularized ...	[ -0.18434259295463562, -0.33067786693573, -0.02683451399207115, 0.14077851176261902, -0.5946633815765381, 0.2531774640083313, -0.13002438843250275, 0.05541857331991196, -0.052963972091674805, -0.4873599708080292, 0.13985508680343628, 0.4977189004421234, -0.31495293974876404, 0.1938600689172...
the leptonic decays of a charged pseudoscalar meson @xmath7 are processes of the type @xmath8 , where @xmath9 , @xmath10 , or @xmath11 . because no strong interactions are present in the leptonic final state @xmath12 , such decays provide a clean way to probe the complex , strong interactions that bind the quark and an...	we have studied the leptonic decay @xmath0 , via the decay channel @xmath1 , using a sample of tagged @xmath2 decays collected near the @xmath3 peak production energy in @xmath4 collisions with the cleo - c detector . we obtain @xmath5 and determine the decay constant @xmath6 mev , where the first uncertainties are...	[ 0.3562360107898712, 0.07177844643592834, 0.40458858013153076, -0.061266131699085236, -0.6135782599449158, 0.4393695592880249, -0.04275266081094742, -0.39357230067253113, 0.15032920241355896, -0.20554403960704803, -0.058420561254024506, 0.28469544649124146, -0.4487009048461914, 0.8399222493...
the transport properties of nonlinear non - equilibrium dynamical systems are far from well - understood@xcite . consider in particular so - called ratchet systems which are asymmetric periodic potentials where an ensemble of particles experience directed transport@xcite . the origins of the interest in this lie in con...	in 84 , 258 ( 2000 ) , mateos conjectured that current reversal in a classical deterministic ratchet is associated with bifurcations from chaotic to periodic regimes . this is based on the comparison of the current and the bifurcation diagram as a function of a given parameter for a periodic asymmetric potential . ...	[ -0.4930576682090759, -0.6844839453697205, 0.1516106128692627, 0.05066847428679466, -0.10712098330259323, 0.31113019585609436, -0.3170432150363922, -0.14389725029468536, -0.538982093334198, -0.20132550597190857, 0.06099146232008934, 0.3742789924144745, -0.30310139060020447, 0.47170320153236...
studies of laser beams propagating through turbulent atmospheres are important for many applications such as remote sensing , tracking , and long - distance optical communications . howerver , fully coherent laser beams are very sensitive to fluctuations of the atmospheric refractive index . the initially coherent lase...	the effect of a random phase diffuser on fluctuations of laser light ( scintillations ) is studied . not only spatial but also temporal phase variations introduced by the phase diffuser are analyzed . the explicit dependence of the scintillation index on finite - time phase variations is obtained for long propagat...	[ -0.10923260450363159, -0.40257516503334045, 0.3789938688278198, -0.04150842875242233, -0.4770272672176361, 0.13220630586147308, 0.04052935168147087, -0.43254783749580383, -0.004791699815541506, -0.5008745789527893, -0.0012117535807192326, 0.34424617886543274, -0.242187038064003, 0.24942331...
"the so - called `` nucleon spin crisis '' raised by the european muon collaboration ( emc ) measure(...TRUNCATED)	" with a special intention of clarifying the underlying spin contents of the nucleon , we investigat(...TRUNCATED)	[-0.23886747658252716,-0.19212733209133148,0.2793163061141968,0.011091630905866623,-0.73682498931884(...TRUNCATED)
"let @xmath1 . let @xmath2\\longrightarrow [\n0,\\pi_{p , q}/2]$ ] be the integral @xmath3 where @xm(...TRUNCATED)	" we improve the currently known thresholds for basisness of the family of periodically dilated @xma(...TRUNCATED)	[-0.24161149561405182,-0.38848868012428284,0.3134896457195282,0.12684130668640137,-0.358937263488769(...TRUNCATED)
"the simulations we discuss here allowed us to obtain spectra of the shg response .\nwe employed com(...TRUNCATED)	" we report on strong enhancement of mid - infrared second harmonic generation ( shg ) from sic nano(...TRUNCATED)	[-0.055967770516872406,-0.06304357945919037,0.5372222661972046,0.08395545184612274,-0.60112172365188(...TRUNCATED)
"with significant research efforts being directed to the development of neurocomputers based on the (...TRUNCATED)	" synaptic memory is considered to be the main element responsible for learning and cognition in hum(...TRUNCATED)	[-0.24518141150474548,0.062426261603832245,-0.05344686284661293,0.4313746988773346,-0.05712008103728(...TRUNCATED)
"the segmentation process as a whole can be thought of as consisting of two tasks : recognition and (...TRUNCATED)	" this paper investigates , using prior shape models and the concept of ball scale ( b - scale ) , w(...TRUNCATED)	[0.28501394391059875,-0.20158644020557404,0.005806170869618654,0.031183747574687004,-0.2223646938800(...TRUNCATED)
"one surprising result that has come out of the more than 200 extrasolar planet discoveries to date (...TRUNCATED)	" long time coverage and high radial velocity precision have allowed for the discovery of additional(...TRUNCATED)	[0.05289432778954506,0.3065975606441498,0.5633016228675842,0.25380393862724304,-0.01640576310455799,(...TRUNCATED)

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Dataset Card for "scientific_papers"

This dataset is derived from https://huggingface.co/datasets/scientific_papers with additional creation of embeddings via https://huggingface.co/docs/transformers/model_doc/rag for Natural Questions trained Base Model. This dataset is created for purpose of Retrieval Augmented Generation examples and experiments.

Dataset Summary

Scientific papers datasets contains one sets of long and structured documents. The datasets are obtained from ArXiv repositories.

Supported Tasks and Leaderboards

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Languages

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Dataset Structure

Data Instances

arxiv

Size of downloaded dataset files: 4.50 GB
Size of the generated dataset: 7.58 GB
Total amount of disk used: 12.09 GB

An example of 'train' looks as follows.

This example was too long and was cropped:

{
    "abstract": "\" we have studied the leptonic decay @xmath0 , via the decay channel @xmath1 , using a sample of tagged @xmath2 decays collected...",
    "article": "\"the leptonic decays of a charged pseudoscalar meson @xmath7 are processes of the type @xmath8 , where @xmath9 , @xmath10 , or @...",
    "section_names": "[sec:introduction]introduction\n[sec:detector]data and the cleo- detector\n[sec:analysys]analysis method\n[sec:conclusion]summary"
}

Data Fields

The data fields are the same among all splits.

arxiv

article: a string feature.
abstract: a string feature.
section_names: a string feature.
embeddings: a float 768 dimensional vector

Data Splits

name	train	validation	test
arxiv	203037	6436	6440

Dataset Creation

Curation Rationale

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Source Data

Initial Data Collection and Normalization

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Who are the source language producers?

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Annotations

Considerations for Using the Data

Social Impact of Dataset

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Discussion of Biases

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Other Known Limitations

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Additional Information

Dataset Curators

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Licensing Information

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Citation Information

@article{Cohan_2018,
   title={A Discourse-Aware Attention Model for Abstractive Summarization of
            Long Documents},
   url={http://dx.doi.org/10.18653/v1/n18-2097},
   DOI={10.18653/v1/n18-2097},
   journal={Proceedings of the 2018 Conference of the North American Chapter of
          the Association for Computational Linguistics: Human Language
          Technologies, Volume 2 (Short Papers)},
   publisher={Association for Computational Linguistics},
   author={Cohan, Arman and Dernoncourt, Franck and Kim, Doo Soon and Bui, Trung and Kim, Seokhwan and Chang, Walter and Goharian, Nazli},
   year={2018}
}