Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

expand scope of arxiv identifier matcher, and fix some training data annotations #858

Open
wants to merge 3 commits into
base: master
Choose a base branch
from
Open
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
Original file line number Diff line number Diff line change
Expand Up @@ -58,8 +58,12 @@ public class TextUtilities {

// a regular expression for arXiv identifiers
// see https://arxiv.org/help/arxiv_identifier and https://arxiv.org/help/arxiv_identifier_for_services
// three pattern types are allowed, here are examples of each
// "new style" with prefix: 'arXiv:0706.0002v3', 'arxiv: 0706.0002'
// "old style" with prefix: 'arXiv : hep-th/9901001v2', 'arxiv:hep-th/ 9901001'
// "old style" without prefix (strict): 'hep-th/9901001v2', 'math/9901001'
static public final Pattern arXivPattern = Pattern
.compile("(arXiv\\s?(\\.org)?\\s?\\:\\s?\\d{4}\\s?\\.\\s?\\d{4,5}(v\\d+)?)|(arXiv\\s?(\\.org)?\\s?\\:\\s?[ a-zA-Z\\-\\.]*\\s?/\\s?\\d{7}(v\\d+)?)");
.compile("(ar[xX]iv\\s?(\\.org)?\\s?\\:\\s??\\d{4}\\s?\\.\\s?\\d{4,5}(v\\d+)?)|(ar[xX]iv\\s?(\\.org)?\\s?\\:\\s?[ a-zA-Z\\-\\.]{3,16}\\s?/\\s?\\d{7}(v\\d+)?)|([^a-zA-Z](math|hep|astro|cond|gr|nucl|quat|stat|physics|cs|nlim|q\\-bio|q\\-fin)[a-zA-Z\\-\\.]*/\\d{7}(v\\d+)?)");
Copy link
Owner

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

According to https://github.com/mattbierbaum/arxiv-public-datasets/blob/master/arxiv_public_data/regex_arxiv.py#L12 we have much more categories possible. Like for the sub-categories, we might want to simply have a free range of characters?
e.g. instead of

(math|hep|astro|cond|gr|nucl|quat|stat|physics|cs|nlim|q\\-bio|q\\-fin)[a-zA-Z\\-\\.]*

having simply:

[a-zA-Z\\-\\.]*

I am a bit worry then about the robustness of the regex for ill-formed input wrt. catastrophic backtracking as we have seen elsewhere. Maybe best alternative would be to enumerate all the possibilities?


Copy link
Owner

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Testing a bit the regex:

  • there is a double ?? in the first component which is a typo I think?
  • better avoid having the captured parenthesis for the sub-term (math|hep|astro|cond|gr|nucl|quat|stat|ph...), we could add a non captured parenthesis
    • I don't understand the [^a-zA-Z] before the (math|hep|astro|cond|gr|nucl|quat|stat|physics|cs|nlim|q\\-bio|q\\-fin), it makes hep-lat/0509026 failing for example as it expects something before the arXiv identifier?

Suggested regex:

(ar[xX]iv\s?(\.org)?\s?\:\s?\d{4}\s?\.\s?\d{4,5}(v\d+)?)|(ar[xX]iv\s?(\.org)?\s?\:\s?[ a-zA-Z\-\.]{3,16}\s?/\s?\d{7}(v\d+)?)|((?:math|hep|astro|cond|gr|nucl|quat|stat|physics|cs|nlim|q\-bio|q\-fin)[a-zA-Z\-\.]*/\d{7}(v\d+)?)

In java syntax:

(ar[xX]iv\\s?(\\.org)?\\s?\\:\\s?\\d{4}\\s?\\.\\s?\\d{4,5}(v\\d+)?)|(ar[xX]iv\\s?(\\.org)?\\s?\\:\\s?[ a-zA-Z\\-\\.]{3,16}\\s?/\\s?\\d{7}(v\\d+)?)|((?:math|hep|astro|cond|gr|nucl|quat|stat|physics|cs|nlim|q\\-bio|q\\-fin)[a-zA-Z\\-\\.]*/\\d{7}(v\\d+)?)

We then have only one captured group for one arXiv identifier.

// regular expression for PubMed identifiers, last group gives the PMID digits
static public final Pattern pmidPattern = Pattern.compile("((PMID)|(Pub(\\s)?Med(\\s)?(ID)?))(\\s)?(\\:)?(\\s)*(\\d{1,8})");
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -345,6 +345,18 @@ public void testInArXivPatternLayoutToken2() {
assertThat(positions.get(0).end, is(15));
}

@Test
public void testInArXivPatternLayoutToken3() {
String piece = "K.R. Dienes, C. Kolda and J. March-Russell, hep-ph/9610479.";
List<LayoutToken> tokens = GrobidAnalyzer.getInstance().tokenizeWithLayoutToken(piece);
String text = LayoutTokensUtil.toText(tokens);
List<OffsetPosition> positions = target.tokenPositionsArXivPattern(tokens, text);

assertThat(positions, hasSize(1));
assertThat(positions.get(0).start, is(22));
assertThat(positions.get(0).end, is(27));
}

@Test
public void testInIdentifierPatternLayoutToken() {
String piece = "ATLAS collaboration, Measurements of the Nuclear Modification Factor for Jets in Pb+Pb Collisionsat √ "+
Expand Down Expand Up @@ -396,4 +408,4 @@ public void testInEmailPatternLayoutToken() {
assertThat(positions.get(1).start, is(27));
assertThat(positions.get(1).end, is(33));
}
}
}
Original file line number Diff line number Diff line change
Expand Up @@ -25,7 +25,7 @@
<bibl><author>P. Silvi, E. Rico, T. Calarco, S. Montangero</author>, <title level="a">Lattice gauge tensor networks</title>, <title level="j">New Journal of Physics</title> <biblScope unit="volume">16</biblScope> (<biblScope unit="issue">10</biblScope>) (<date>2014</date>)<biblScope unit="page">103015</biblScope> .URL <ptr type="web">http: //stacks.iop.org/1367-2630/16/i=10/a=103015</ptr></bibl>
<bibl><author>B. Buyens, K. Van Acoleyen, J. Haegeman, F. Verstraete</author>, <title level="a">Matrix product states for Hamiltonian lattice gauge theories</title>,ArXiv e -prints<idno type="arxiv">arXiv:1411.0020</idno>.</bibl>
<bibl><author>E. Rico, T. Pichler, M. Dalmonte, P. Zoller, S. Montangero</author>, <title level="a">Tensor networks for lattice gauge theories and atomic quantum simulat</title> <title level="j">Phys.Rev .Lett .</title><biblScope unit="volume">112</biblScope> ( <date>2014</date>)<biblScope unit="page">201601</biblScope> .<idno type="DOI">doi :10.1103/PhysRevLett.112.201601</idno>.URL <ptr type="web">https: //link.aps.org/doi/10.1103/PhysRevLett.112.201601</ptr></bibl>
<bibl><author>H. Saito, M. C. Bañuls, K. Cichy, J. I. Cirac, K. Jansen</author>, <title level="a">The temperature dependence of the chiral condensate inthe Schwinger model with Matrix Product States</title> ,<title level="j">PoS</title> <biblScope unit="volume">LATTICE2014</biblScope> ( <date>2014</date>)<biblScope unit="page">302</biblScope> .<idno type="arXiv">arXiv :1412.0596</idno>.</bibl>
<bibl><author>H. Saito, M. C. Bañuls, K. Cichy, J. I. Cirac, K. Jansen</author>, <title level="a">The temperature dependence of the chiral condensate inthe Schwinger model with Matrix Product States</title> ,<title level="j">PoS</title> <biblScope unit="volume">LATTICE2014</biblScope> ( <date>2014</date>)<biblScope unit="page">302</biblScope> .<idno type="arxiv">arXiv :1412.0596</idno>.</bibl>
<bibl><author>S. Kühn, E. Zohar, J. I. Cirac, M. C. Bañuls</author>, <title level="a">Non-abelian string breaking phenomena with matrix product states</title>, <title level="j">Journalof High Energy Physics</title> <biblScope unit="volume">2015</biblScope> ( <biblScope unit="issue">7</biblScope>)( <date>2015</date>)<biblScope unit="page">130</biblScope> .<idno type="DOI">doi :10.1007/JHEP07(2015)130</idno>.URL <ptr type="web">https: //doi.org/10.1007/JHEP07(2015)130</ptr></bibl>
<bibl><author>M. C. Bañuls, K. Cichy, J. I. Cirac, K. Jansen, H. Saito</author>, <title level="a">Thermal evolution of the schwinger model with matrix product operators</title>, <title level="j">Phys.Rev .D</title> <biblScope unit="volume">92</biblScope> ( <date>2015</date>)<biblScope unit="page">034519</biblScope> .<idno type="DOI">doi :10.1103/PhysRevD.92.034519</idno>.URL <ptr type="web">https: //link.aps.org/doi/10.1103/PhysRevD.92.034519</ptr></bibl>
<bibl><author>M. C. Bañuls, K. Cichy, K. Jansen, H. Saito</author>, <title level="a">Chiral condensate in the schwinger model with matrix product operators</title>, <title level="j">Phys.Rev .D</title> <biblScope unit="volume">93</biblScope> ( <date>2016</date>)<biblScope unit="page">094512</biblScope> .<idno type="DOI">doi :10.1103/PhysRevD.93.094512</idno>.URL <ptr type="web">https: //link.aps.org/doi/10.1103/PhysRevD.93.094512</ptr></bibl>
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,7 @@
<bibl><author>T.Korzec,U .Wolff</author> ,<title level="j">Nucl .Phys .B</title> <biblScope unit="volume">871</biblScope>( <date>2013</date>) <biblScope unit="page">145</biblScope> [ <idno type="arxiv">arXiv:1212 . 2875</idno>[<note>hep-lat</note>] ].</bibl>
<bibl><author>P.N.Meisinger ,M.C. Ogilvie</author>, <idno type="arxiv">arXiv:1306. 1495</idno>[ <note>hep-lat</note>].</bibl>
<bibl><author>C.Gattringer,A. Schmidt</author>, <title level="j">Phys. Rev. D</title><biblScope unit="volume">86</biblScope> (<date>2012</date> )<biblScope unit="page">094506</biblScope> [<idno type="arxiv">arXiv : 1208.6472</idno> [ <note>hep-lat</note>]].</bibl>
<bibl><author>Y.D.Mercado,C .Gattringer,A .Schmidt</author> ,<title level="j">Phys .Rev .Lett .</title><biblScope unit="volume">111</biblScope> (<date>2013</date>) <biblScope unit="issue">14</biblScope>, <biblScope unit="page">141601</biblScope>[ <idno>arXiv :1307. 6120</idno>[ <note>hep -lat</note>]];</bibl>
<bibl><author>Y.D.Mercado,C .Gattringer,A .Schmidt</author> ,<title level="j">Phys .Rev .Lett .</title><biblScope unit="volume">111</biblScope> (<date>2013</date>) <biblScope unit="issue">14</biblScope>, <biblScope unit="page">141601</biblScope>[ <idno type="arxiv">arXiv :1307. 6120</idno>[ <note>hep -lat</note>]];</bibl>
<bibl><title level="j">Comput .Phys.Commun.</title><biblScope unit="volume">184</biblScope>( <date>2013</date>) <biblScope unit="page">1535</biblScope>[ <idno type="arxiv">arXiv: 1211. 3436</idno>[<note>hep - lat</note>]].</bibl>
<bibl><author>A. Schmidt,P.deForcrand, C. Gattringer</author>, <title level="j">PoS</title><biblScope unit="volume">Lattice 2014</biblScope> (<date>2015</date> )<biblScope unit="page">209</biblScope> [<idno type="arxiv">arXiv : 1501. 06472</idno> [<note>hep- lat</note> ]].</bibl>
<bibl><author>C. Gattringer, T. Kloiber, M. Müller-Preussker</author>, <title level="j">Phys. Rev. D</title> <biblScope unit="volume">92</biblScope> (<date>2015</date>) no.<biblScope unit="issue">11</biblScope>, <biblScope unit="page">114508</biblScope> [<idno type="arxiv">arXiv:1508.00681</idno>[ <note>hep-lat</note>]].</bibl>
Expand Down Expand Up @@ -66,7 +66,7 @@
<bibl><author>H. Fukaya , T. Onogi</author>, <title level="j">Phys. Rev. D</title> <biblScope unit="volume">68</biblScope> (<date>2003</date>) <biblScope unit="page">074503</biblScope> [<idno type="arxiv">hep-lat/0305004</idno>];</bibl>
<bibl><title level="j">Phys. Rev. D</title> <biblScope unit="volume">70</biblScope> (<date>2004</date>)<biblScope unit="page">054508</biblScope> [ <idno type="arxiv">hep-lat/0403024</idno>].</bibl>
<bibl><author>S. Dürr</author>, <title level="j">Phys. Rev. D</title> <biblScope unit="volume">85</biblScope> (<date>2012</date>) <biblScope unit="page">114503</biblScope> [<idno type="arxiv">arXiv:1203.2560</idno> [<note>hep-lat</note>]];</bibl>
<bibl><title level="j">PoS</title> <biblScope unit="volume">LAT 2005</biblScope> (<date>2006</date>)<biblScope unit="page">021</biblScope> [ <idno>hep-lat/0509026</idno>].</bibl>
<bibl><title level="j">PoS</title> <biblScope unit="volume">LAT 2005</biblScope> (<date>2006</date>)<biblScope unit="page">021</biblScope> [ <idno type="arxiv">hep-lat/0509026</idno>].</bibl>
<bibl><author>S .Dürr ,C .Hölbling</author> ,<title level="j">Phys .Rev .D</title> <biblScope unit="volume">69</biblScope> ( <date>2004</date>)<biblScope unit="page">034503</biblScope> [ <idno type="arxiv">hep-lat/0311002</idno>];</bibl>
<bibl><title level="j">Phys. Rev. D</title><biblScope unit="volume">69</biblScope> ( <date>2004</date> )<biblScope unit="page">034503</biblScope>[ <idno type="arxiv">hep -lat/0311002</idno>].</bibl>
<bibl><author>C. Gattringer, O. Orasch</author>, <note>work in preparation</note>.</bibl>
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -12,7 +12,7 @@
<bibl><author>A. Abdesselam et al.</author>, <title level="j">Eur. Phys. J. C</title><biblScope unit="volume">71</biblScope>, <biblScope unit="page">1661</biblScope> (<date>2011</date>), <idno type="arxiv">arXiv:1012.5412</idno>[ <note>hep-ph</note>].</bibl>
<bibl><author>A. Altheimer et al.</author>, <title level="j">J. Phys. G</title><biblScope unit="volume">39</biblScope>, <biblScope unit="page">063001</biblScope> (<date>2012</date>), <idno type="arxiv">arXiv:1201.0008</idno>[ <note>hep-ph</note>].</bibl>
<bibl><author>A. Altheimer et al.</author>, <title level="j">Eur. Phys. J. C</title><biblScope unit="volume">74</biblScope>, <biblScope unit="page">2792</biblScope> (<date>2014</date>), <idno type="arxiv">arXiv:1311.2708</idno>[ <note>hep-ex</note>].</bibl>
<bibl><author>D. Adams et al.</author>, <title level="j">Eur. Phys. J. C75</title>, <biblScope unit="volume">409</biblScope> (<date>2015</date>), <idno>arXiv:1504.00679</idno>[ hep-ph].</bibl>
<bibl><author>D. Adams et al.</author>, <title level="j">Eur. Phys. J. C75</title>, <biblScope unit="volume">409</biblScope> (<date>2015</date>), <idno type="arxiv">arXiv:1504.00679</idno>[ hep-ph].</bibl>
<bibl><author>J. Gallicchio and M. D. Schwartz</author>, <title level="j">Phys. Rev. Lett.</title> <biblScope unit="volume">107</biblScope>, <biblScope unit="page">172001</biblScope>( <date>2011</date>),<idno type="arxiv">arXiv :1106.3076</idno>[ <note>hep-ph</note>].</bibl>
<bibl><author>J. Gallicchio and M. D. Schwartz</author>, <title level="j">JHEP</title> <biblScope unit="volume">04</biblScope>, <biblScope unit="page">090</biblScope> (<date>2013</date>), <idno type="arxiv">arXiv:1211.7038</idno>[ <note>hep-ph</note>].</bibl>
<bibl><author>A. J. Larkoski, G. P. Salam, and J. Thaler</author>, <title level="j">JHEP</title> <biblScope unit="volume">06</biblScope>, <biblScope unit="page">108</biblScope>( <date>2013</date>),<idno type="arxiv">arXiv :1305.0007</idno>[ <note>hep-ph</note>].</bibl>
Expand All @@ -37,7 +37,7 @@
<bibl><author>M. D. Schwartz</author>, <title level="j">Phys. Rev. D</title><biblScope unit="volume">77</biblScope>, <biblScope unit="page">014026</biblScope> (<date>2008</date>), <idno type="arxiv">arXiv:0709.2709</idno>[ <note>hep-ph</note>].</bibl>
<bibl><author>G. P. Korchemsky and A. V. Radyushkin</author>, <title level="j">Nucl. Phys. B</title> <biblScope unit="volume">283</biblScope>,<biblScope unit="volume">342</biblScope> ( <date>1987</date>).</bibl>
<bibl><author>I. Moult, I. W. Stewart, F. J. Tackmann, andW .J. Waalewijn</author>, <title level="j">Phys. Rev. D</title><biblScope unit="volume">93</biblScope>, <biblScope unit="page">094003</biblScope>( <date>2016</date> ),<idno type="arxiv">arXiv: 1508.02397</idno>[<note>hep- ph</note>].</bibl>
<bibl><author>C. Balzereit, T. Mannel, and W. Kilian</author>, <title level="j">Phys. Rev. D</title><biblScope unit="volume">58</biblScope>, <biblScope unit="page">114029</biblScope>( <date>1998</date>),<idno>arXiv :hep-ph/9805297</idno>.</bibl>
<bibl><author>C. Balzereit, T. Mannel, and W. Kilian</author>, <title level="j">Phys. Rev. D</title><biblScope unit="volume">58</biblScope>, <biblScope unit="page">114029</biblScope>( <date>1998</date>),<idno type="arxiv">arXiv :hep-ph/9805297</idno>.</bibl>
<bibl><author>M. Neubert</author>, <title level="j">Eur. Phys. J. C</title><biblScope unit="volume">40</biblScope>, <biblScope unit="page">165</biblScope> (<date>2005</date>), <idno type="arxiv">arXiv:hep-ph/0408179</idno>.</bibl>
<bibl><author>S. Fleming, A. H. Hoang, S. Mantry, and I. W. Stewart</author>, <title level="j">Phys.Rev .D</title><biblScope unit="volume">77</biblScope> ,<biblScope unit="page">114003</biblScope> ( <date>2008</date>),<idno type="arxiv">arXiv :0711.2079</idno>[ <note>hep-ph</note>].</bibl>
<bibl><author>G. Kramer and B. Lampe</author>, <title level="j">Z. Phys. C</title><biblScope unit="volume">34</biblScope>, <biblScope unit="page">497</biblScope> (<date>1987</date>), [<note>Erratum:Z .Phys .C42,504(1989)</note>].</bibl>
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -22,8 +22,8 @@
<bibl><author>F. Sanches and S. Weinberg</author>, &quot;<title level="a">A Holographic Entanglement Entropy Conjecture for GeneralSpacetimes</title> ,&quot;<title level="j">Phys .Rev .D</title> <biblScope unit="volume">94</biblScope> ,<biblScope unit="page">084034</biblScope> ( <date>2016</date>),<idno type="arxiv">arXiv :1603.05250</idno>[ <note>hep-th</note>]</bibl>
<bibl><author>A. C. Wall</author>, &quot;<title level="m">Maximin Surfaces, and the Strong Subadditivity of the Covariant Holo-graphicEntanglement Entropy</title> &quot;,<idno type="arxiv">arXiv :1211.3494</idno>.</bibl>
<bibl><author>R. M. Wald, General Relativity</author>. <title level="a">The University of</title> <publisher>Chicago Press</publisher>, <pubPlace>Chicago</pubPlace>, <date>1984</date>.</bibl>
<bibl><author>V. E. Hubeny and M. Rangamani</author>, &quot;<title level="a">Causal Holographic Information</title>,&quot; JHEP <biblScope unit="page">1206</biblScope> (<date>2012</date>)<biblScope unit="volume">114</biblScope> ,<idno>arXiv :1204.1698</idno></bibl>
<bibl><author>B. Freivogel and B. Mosk</author>, &quot;<title level="a">Properties of Causal Holographic Information</title>&quot;, <idno>arXiv:1304.7229</idno>.</bibl>
<bibl><author>V. E. Hubeny and M. Rangamani</author>, &quot;<title level="a">Causal Holographic Information</title>,&quot; JHEP <biblScope unit="page">1206</biblScope> (<date>2012</date>)<biblScope unit="volume">114</biblScope> ,<idno type="arxiv">arXiv :1204.1698</idno></bibl>
<bibl><author>B. Freivogel and B. Mosk</author>, &quot;<title level="a">Properties of Causal Holographic Information</title>&quot;, <idno type="arxiv">arXiv:1304.7229</idno>.</bibl>
<bibl><author>W. R. Kelly and A. C. Wall</author>, &quot;<title level="a">Coarse-grained entropy and causal holographic in-formationin AdS /CFT</title>,&quot;<title level="j">JHEP 1403</title> ,<biblScope unit="volume">118</biblScope> ( <date>2014</date>)<idno type="DOI">doi :10.1007/JHEP03(2014)118</idno>[ <idno type="arxiv">arXiv:1309.3610</idno>[<note>hep -th</note>]].</bibl>
<bibl><author>N. Engelhardt and A. C. Wall</author>, &quot;<title level="a">No Simple Dual to the Causal Holographic Informa-tion?</title>,&quot;<title level="j">JHEP</title> <biblScope unit="volume">1704</biblScope> ,<biblScope unit="page">134</biblScope> ( <date>2017</date>)<idno type="DOI">doi :10.1007/JHEP04(2017)134</idno>[ <idno type="arxiv">arXiv:1702.01748</idno>[ <note>hep-th</note>]].</bibl>
<bibl><author>C. Fefferman and C. R. Graham</author>, &quot;<title level="a">Conformal invariants</title>,&quot; <title level="m">Elie Cartan et les Mathema-tiquesd &apos;aujourd&apos;hui</title>,<title level="s">Asterisque</title> ,p .<biblScope unit="page">95</biblScope> ,<date>1985</date> .</bibl>
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -42,7 +42,7 @@
<bibl><author>A. D. Linde</author>, <title level="a">Chaotic Inflation</title>, <title level="j">Phys.Lett.</title>, <biblScope unit="volume">B129</biblScope>, (<date>1983</date>).</bibl>
<bibl><author>P. J. Steinhardt</author>, <title level="a">The inflation debate: Is the theory at heart of modern cos-mologydeeply flawed ?</title>,<title level="j">Scientific American</title> ,<date>April ( 2011</date>);</bibl><bibl><author>A .Ijjas ,P .J .Stein -hardt,A. Loeb</author>, <title level="a">Inflationaryschism after Planck2013</title> , <title level="j">Phys. Lett.</title><biblScope unit="volume">B736</biblScope>( <date>2014</date> ).<idno type="arxiv">arXiv: 1402.6980</idno></bibl>
<bibl><author>M. Gasperini</author>, <title level="m">Elements of string cosmology</title>, <publisher>Cambridge University Press</publisher> (<date>2007</date>).</bibl>
<bibl><author>I. Antoniadis, E. Gava, K. S.</author> <title level="a">Narain Moduli Corrections to Gravitational Couplingsfrom String loops</title> ,<title level="j">Phys .Lett.</title><biblScope unit="volume">B283</biblScope>:<biblScope unit="page">209-212</biblScope>( <date>1992</date>).<idno>arXiv :hep-th/9203071</idno></bibl>
<bibl><author>I. Antoniadis, E. Gava, K. S.</author> <title level="a">Narain Moduli Corrections to Gravitational Couplingsfrom String loops</title> ,<title level="j">Phys .Lett.</title><biblScope unit="volume">B283</biblScope>:<biblScope unit="page">209-212</biblScope>( <date>1992</date>).<idno type="arxiv">arXiv :hep-th/9203071</idno></bibl>
<bibl><author>B. Zwiebach</author>, <title level="a">Curvature squared terms and string theories</title>, <title level="j">Phys. Lett. B</title> <biblScope unit="volume">156</biblScope> , <biblScope unit="page">315</biblScope>( <date>1985</date>).</bibl>
<bibl><author>C.G. Callan, D. Friedan, E.J. Martinec and M.J. Perry</author>,<title level="a">Strings in Background Fields</title>,<title level="j">Nucl .Phys .</title><biblScope unit="volume">B262</biblScope> ( <date>1985</date>);</bibl><bibl><author>E .S.Fradkin and A .A.Tseytlin</author> ,<title level="a">Effective field theory fromquantized strings</title> , <title level="j">Phys. Lett.</title> <biblScope unit="volume">B158</biblScope>( <date>1985</date> );</bibl><bibl><author>D. J.Grossand J . H.Sloan</author>, <title level="a">Thequarticeffective action for the heterotic string</title> , <title level="j">Nucl .Phys .</title><biblScope unit="volume">B291</biblScope> (<date>1987</date> ) <biblScope unit="page">41</biblScope>.</bibl>
<bibl><author>R. P. Woodard</author>, <title level="a">Avoiding Dark Energy with 1/R Modifications of Gravity</title>, <title level="j">Lect.NotesPhys .</title>,<biblScope unit="volume">720</biblScope> ( <date>2007</date>).</bibl>
Expand Down
Loading