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<!DOCTYPE html>
<html>
<head>
<meta charset="UTF-8">
<title>AMR Bibliography</title>
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<body>
<h1>AMR Bibliography</h1>
<p style="text-align: center;"><a href="http://amr.isi.edu/">Abstract Meaning Representation</a> (<span class="math">AMR</span>) is a graph framework for representing sentence meaning
which has been the subject of considerable research in natural language processing.<br/>
This bibliography is maintained by <a href="http://www.austinblodgett.org/">Austin Blodgett</a>, <a href="https://shirawein.georgetown.domains/">Shira Wein</a>, and <a href="http://nathan.cl">Nathan Schneider</a>, based in part on <a href="https://amr.isi.edu/research.html">this one</a> and <a href="http://people.cs.georgetown.edu/nschneid/cosc672/s17/amr-papers.html">this one</a>.
</p>
<div class="row">
<div class="column" style="text-align: center; flex: 45%;">
<div class='instructions'>
<h3>Explore the research on AMR</h3>
<p>The <big style="color: #a49;"><b>482</b></big> entries in the table below are sortable by column.<br/>
You can highlight rows by topic (click on a topic <span class="math">TAG</span> in the last column).<br/>
The main topics are:</p>
</div>
<div class='description'>
<span class="math">Annotation</span>: Research on and methods for AMR annotators<br/>
<span class="math">Parsing</span>: Produce an AMR from natural language text <br/>
(See <a href="https://nlpprogress.com/english/semantic_parsing.html#amr-parsing">NLP-progress page</a> with published results up to 2021)<br/>
<span class="math">Generation</span>: Produce natural language text from an AMR<br/>
<span class="math">Applications</span>: Summarization, Information Extraction, Biomedical, etc.<br/>
<span class="math">Alignment</span>: Find the AMR subgraph corresponding to a word or phrase<br/>
<span class="math">AMR Extensions</span>: Research which adds features to the AMR annotation scheme<br/>
<span class="math">Multilingual</span>: Extensions of AMR from its original language (English) to more languages<br/>
</div>
</div>
<div class="column" style="flex: 15%;">
<img id="chartPopupButton" alt="Chart of AMR papers by year and topic" title="Chart of AMR papers by year and topic" src="chart.svg" style="width: 100px;" />
</div>
<div class="column" style="flex: 40%;">
<div class="container">
<pre>
(j / join-01
<span class="amr-edge">:ARG0</span> (p / person <span class="amr-edge">:wiki</span> -
<span class="amr-edge">:name</span> (p2 / name <span class="amr-edge">:op1</span> "Pierre" <span class="amr-edge">:op2</span> "Vinken")
<span class="amr-edge">:age</span> (t / temporal-quantity <span class="amr-edge">:quant</span> 61
<span class="amr-edge">:unit</span> (y / year)))
<span class="amr-edge">:ARG1</span> (b / board
<span class="amr-edge">:ARG1-of</span> (h / have-org-role-91
<span class="amr-edge">:ARG0</span> p
<span class="amr-edge">:ARG2</span> (d2 / director
<span class="amr-edge">:mod</span> (e / executive <span class="amr-edge">:polarity</span> -))))
<span class="amr-edge">:time</span> (d / date-entity <span class="amr-edge">:month</span> 11 <span class="amr-edge">:day</span> 29))</pre>
<p class="caption">The AMR for the sentence <i>Pierre Vinken, 61 years old, will join the board as a nonexecutive director Nov. 29.</i></p>
</div>
</div>
</div>
<div id="overlay">
<div id="popup">
<div id="close">X</div>
<canvas id="myChart" width="100" height="50"></canvas>
<p style="text-align: center; background-color: #fff; margin: 0px;"><small><b>Number of papers by year and topic.</b>
(A paper with multiple topics counts toward the first.)</small></p>
</div>
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<p style="text-align: center;">To suggest or update a paper, submit a pull request for <a href="https://github.com/nert-nlp/AMR-Bibliography/blob/master/data/amr_papers.tsv">this TSV file</a>.
Use the <a href="https://github.com/nert-nlp/AMR-Bibliography/issues">issue tracker</a> for bug reports and feature requests.
</p>
<div style="overflow-x:auto;">
<table class="tablesorter">
<thead>
<tr>
<th>#</th>
<th>Title</th>
<th>Authors</th>
<th>Venue</th>
<th>Year</th>
<th>Link(s)</th>
<th>Arxiv</th>
<th>Tags</th>
</tr>
</thead>
<tbody>
<tr>
<td>1</td>
<td>Semantics-Based Machine Translation with Hyperedge Replacement Grammars </td>
<td><span style="display:none;">Jones</span>Bevan Jones, Jacob Andreas, Daniel Bauer, Karl-Moritz Hermann, Kevin Knight</td>
<td>COLING</td>
<td>2012</td>
<td><a href="https://www.aclweb.org/anthology/C12-1083" target="_blank">pdf</a></td>
<td></td>
<td><button topic="alignment" on="0">Alignment</button> <button topic="parsing" on="0">Parsing</button> <button topic="generation" on="0">Generation</button> <button topic="mt" on="0">MT</button> <button topic="graph algebra" on="0">Graph algebra</button></td>
</tr>
<tr>
<td>2</td>
<td>Parsing Graphs with Hyperedge Replacement Grammars </td>
<td><span style="display:none;">Chiang</span>David Chiang, Jacob Andreas, Daniel Bauer, Karl Moritz Hermann, Bevan Jones, Kevin Knight</td>
<td>ACL</td>
<td>2013</td>
<td><a href="http://www.aclweb.org/anthology/P13-1091" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="graph algebra" on="0">Graph algebra</button></td>
</tr>
<tr>
<td>3</td>
<td>Abstract Meaning Representation for Sembanking </td>
<td><span style="display:none;">Banarescu</span>Laura Banarescu, Claire Bonial, Shu Cai, Madalina Georgescu, Kira Griffitt, Ulf Hermjakob, Kevin Knight, Philipp Koehn, Martha Palmer, Nathan Schneider</td>
<td>Linguistic Annotation Workshop</td>
<td>2013</td>
<td><a href="https://aclanthology.org/W13-2322.pdf" target="_blank">pdf</a></td>
<td></td>
<td><button topic="overview" on="0">Overview</button></td>
</tr>
<tr>
<td>4</td>
<td>Smatch: an Evaluation Metric for Semantic Feature Structures </td>
<td><span style="display:none;">Cai</span>Shu Cai, Kevin Knight</td>
<td>ACL</td>
<td>2013</td>
<td><a href="https://aclanthology.org/P13-2131.pdf" target="_blank">pdf</a></td>
<td></td>
<td><button topic="evaluation" on="0">Evaluation</button></td>
</tr>
<tr>
<td>5</td>
<td>Mapping between English Strings and Reentrant Semantic Graphs </td>
<td><span style="display:none;">Braune</span>Fabienne Braune, Daniel Bauer, Kevin Knight</td>
<td>LREC</td>
<td>2014</td>
<td><a href="https://www.aclweb.org/anthology/L14-1061" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="syntax/grammar" on="0">Syntax/grammar</button> <button topic="graph algebra" on="0">Graph algebra</button></td>
</tr>
<tr>
<td>6</td>
<td>A Discriminative Graph-Based Parser for the Abstract Meaning Representation </td>
<td><span style="display:none;">Flanigan</span>J. Flanigan, S. Thomson, J. Carbonell, C. Dyer, N. Smith</td>
<td>ACL</td>
<td>2014</td>
<td><a href="http://www.cs.cmu.edu/%7Ejmflanig/flanigan+etal.acl2014.pdf" target="_blank">pdf</a>, <a href="https://github.com/jflanigan/jamr" target="_blank">JAMR</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="graph-based" on="0">Graph-based</button></td>
</tr>
<tr>
<td>7</td>
<td>Not an Interlingua, but Close: Comparison of English AMRs to Chinese and Czech </td>
<td><span style="display:none;">Xue</span>Nianwen Xue, Ondrej Bojar, Jan Hajic, Martha Palmer, Zdenka Uresova, Xiuhong Zhang</td>
<td>LREC</td>
<td>2014</td>
<td><a href="http://www.lrec-conf.org/proceedings/lrec2014/pdf/384_Paper.pdf" target="_blank">pdf</a></td>
<td></td>
<td><button topic="annotation" on="0">Annotation</button> <button topic="multilingual" on="0">Multilingual</button></td>
</tr>
<tr>
<td>8</td>
<td>Aligning English Strings with Abstract Meaning Representation Graphs </td>
<td><span style="display:none;">Pourdamghani</span>Nima Pourdamghani, Yang Gao, Ulf Hermjakob, Kevin Knight</td>
<td>EMNLP</td>
<td>2014</td>
<td><a href="https://www.aclweb.org/anthology/D14-1048" target="_blank">pdf</a>, <a href="http://www.isi.edu/natural-language/mt/dev-gold.txt" target="_blank">dev data</a>, <a href="http://www.isi.edu/natural-language/mt/test-gold.txt" target="_blank">test data</a></td>
<td></td>
<td><button topic="alignment" on="0">Alignment</button></td>
</tr>
<tr>
<td>9</td>
<td>Boosting Transition-based AMR Parsing with Refined Actions and Auxiliary Analyzers </td>
<td><span style="display:none;">Wang</span>Chuan Wang, Nianwen Xue, Sameer Pradhan</td>
<td>ACL</td>
<td>2015</td>
<td><a href="http://www.aclweb.org/anthology/P15-2141.pdf" target="_blank">pdf</a>, <a href="https://github.com/c-amr/camr" target="_blank">CAMR</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="transition-based" on="0">Transition-based</button></td>
</tr>
<tr>
<td>10</td>
<td>A Transition-based Algorithm for AMR Parsing </td>
<td><span style="display:none;">Wang</span>Chuan Wang, Nianwen Xue, Sameer Pradhan</td>
<td>NAACL</td>
<td>2015</td>
<td><a href="https://aclweb.org/anthology/N15-1040" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="transition-based" on="0">Transition-based</button></td>
</tr>
<tr>
<td>11</td>
<td>Toward Abstractive Summarization Using Semantic Representations </td>
<td><span style="display:none;">Liu</span>Fei Liu, Jeffrey Flanigan, Sam Thomson, Norman Sadeh, Noah A. Smith</td>
<td>NAACL</td>
<td>2015</td>
<td><a href="https://aclweb.org/anthology/N15-1114" target="_blank">pdf</a></td>
<td></td>
<td><button topic="applications" on="0">Applications</button> <button topic="summarization" on="0">Summarization</button></td>
</tr>
<tr>
<td>12</td>
<td>Graph parsing with s-graph grammars </td>
<td><span style="display:none;">Groschwitz</span>Jonas Groschwitz, Alexander Koller, Christoph Teichmann</td>
<td>ACL</td>
<td>2015</td>
<td><a href="https://aclweb.org/anthology/P15-1143" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="graph algebra" on="0">Graph algebra</button></td>
</tr>
<tr>
<td>13</td>
<td>Robust Subgraph Generation Improves Abstract Meaning Representation Parsing </td>
<td><span style="display:none;">Werling</span>Keenon Werling, Gabor Angeli, Christopher D. Manning</td>
<td>ACL</td>
<td>2015</td>
<td><a href="http://nlp.stanford.edu/pubs/2015werling-amr.pdf" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button></td>
</tr>
<tr>
<td>14</td>
<td>Abstract Meaning Representation (AMR) 1.2.2 Specification </td>
<td><span style="display:none;">Banarescu</span>L. Banarescu, C. Bonial, S. Cai, M. Georgescu, K. Griffitt, U. Hermjakob, K. Knight, P. Koehn, M. Palmer, N. Schneider</td>
<td></td>
<td>2015</td>
<td><a href="https://github.com/amrisi/amr-guidelines/blob/master/amr.md" target="_blank">Guidelines</a></td>
<td></td>
<td><button topic="overview" on="0">Overview</button></td>
</tr>
<tr>
<td>15</td>
<td>An AMR parser for English, French, German, Spanish and Japanese and a new AMR-annotated corpus </td>
<td><span style="display:none;">Vanderwende</span>Lucy Vanderwende, Arul Menezes, Chris Quirk</td>
<td>NAACL (Demo session)</td>
<td>2015</td>
<td><a href="https://aclweb.org/anthology/N15-3006" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="annotation" on="0">Annotation</button> <button topic="multilingual" on="0">Multilingual</button> <button topic="conversion-based" on="0">Conversion-based</button></td>
</tr>
<tr>
<td>16</td>
<td>Using Syntax-Based Machine Translation to Parse English into Abstract Meaning Representation </td>
<td><span style="display:none;">Pust</span>Michael Pust, Ulf Hermjakob, Kevin Knight, Daniel Marcu, Jonathan May</td>
<td>EMNLP</td>
<td>2015</td>
<td><a href="https://aclweb.org/anthology/D15-1136" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="mt-based" on="0">MT-based</button></td>
</tr>
<tr>
<td>17</td>
<td>Abstract Meaning Representation: a survey </td>
<td><span style="display:none;">Tosik</span>Melanie Tosik</td>
<td></td>
<td>2015</td>
<td><a href="http://cs.brown.edu/courses/csci2952d/readings/lecture8-tosik.pdf" target="_blank">pdf</a></td>
<td></td>
<td><button topic="overview" on="0">Overview</button></td>
</tr>
<tr>
<td>18</td>
<td>AMRICA: an AMR Inspector for Cross-language Alignments </td>
<td><span style="display:none;">Saphra</span>Naomi Saphra, Adam Lopez</td>
<td>NAACL (Demo session)</td>
<td>2015</td>
<td><a href="https://aclweb.org/anthology/N15-3008" target="_blank">pdf</a></td>
<td></td>
<td><button topic="alignment" on="0">Alignment</button> <button topic="multilingual" on="0">Multilingual</button> <button topic="visualization" on="0">Visualization</button></td>
</tr>
<tr>
<td>19</td>
<td>Tutorial: The Logic of AMR: Practical, Unified, Graph-Based Sentence Semantics for NLP </td>
<td><span style="display:none;">Schneider</span>Nathan Schneider, Jeffrey Flanigan, Tim O’Gorman</td>
<td>NAACL-HLT</td>
<td>2015</td>
<td><a href="https://github.com/nschneid/amr-tutorial" target="_blank">Tutorial</a></td>
<td></td>
<td><button topic="overview" on="0">Overview</button></td>
</tr>
<tr>
<td>20</td>
<td>Learning to Map Dependency Parses to Abstract Meaning Representations </td>
<td><span style="display:none;">Chen</span>Wei-Te Chen</td>
<td>ACL-IJCNLP Student Research Workshop</td>
<td>2015</td>
<td><a href="http://www.aclweb.org/anthology/P15-3007" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="alignment" on="0">Alignment</button> <button topic="dependency trees" on="0">Dependency Trees</button></td>
</tr>
<tr>
<td>21</td>
<td>A Synchronous Hyperedge Replacement Grammar based approach for AMR parsing </td>
<td><span style="display:none;">Peng</span>Xiaochang Peng, Linfeng Song, Daniel Gildea</td>
<td>CoNLL</td>
<td>2015</td>
<td><a href="http://www.aclweb.org/anthology/K15-1004" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="graph algebra" on="0">Graph algebra</button></td>
</tr>
<tr>
<td>22</td>
<td>Unsupervised Entity Linking with Abstract Meaning Representation </td>
<td><span style="display:none;">Pan</span>Xiaoman Pan, Taylor Cassidy, Ulf Hermjakob, Heng Ji, Kevin Knight</td>
<td>NAACL</td>
<td>2015</td>
<td><a href="https://aclweb.org/anthology/N15-1119" target="_blank">pdf</a></td>
<td></td>
<td><button topic="applications" on="0">Applications</button> <button topic="entity linking" on="0">Entity Linking</button></td>
</tr>
<tr>
<td>23</td>
<td>Broad-coverage CCG Semantic Parsing with AMR </td>
<td><span style="display:none;">Artzi</span>Yoav Artzi, Kenton Lee, Luke Zettlemoyer</td>
<td>EMNLP</td>
<td>2015</td>
<td><a href="http://yoavartzi.com/pub/alz-emnlp.2015.pdf" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="ccg" on="0">CCG</button></td>
</tr>
<tr>
<td>24</td>
<td>Semantic Structure Analysis of Noun Phrases using Abstract Meaning Representation </td>
<td><span style="display:none;">Sawai</span>Yuichiro Sawai, Hiroyuki Shindo, Yuji Matsumoto</td>
<td>ACL</td>
<td>2015</td>
<td><a href="http://www.aclweb.org/anthology/P15-2140" target="_blank">pdf</a></td>
<td></td>
<td><button topic="applications" on="0">Applications</button> <button topic="semantic analysis" on="0">Semantic Analysis</button></td>
</tr>
<tr>
<td>25</td>
<td>Addressing a Question Answering Challenge by Combining Statistical Methods with Inductive Rule Learning and Reasoning </td>
<td><span style="display:none;">Mitra</span>Arindam Mitra, Chitta Baral</td>
<td>AAAI</td>
<td>2016</td>
<td><a href="http://www.public.asu.edu/%7Ecbaral/papers/aaai2016-sub.pdf" target="_blank">pdf</a></td>
<td></td>
<td><button topic="applications" on="0">Applications</button> <button topic="question answering" on="0">Question Answering</button></td>
</tr>
<tr>
<td>26</td>
<td>DynamicPower at SemEval-2016 Task 8: Processing syntactic parse trees with a Dynamic Semantics core </td>
<td><span style="display:none;">Butler</span>Alastair Butler</td>
<td>SemEval</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/S16-1177" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="conversion-based" on="0">Conversion-based</button></td>
</tr>
<tr>
<td>27</td>
<td>Annotating the Little Prince with Chinese AMRs </td>
<td><span style="display:none;">Li</span>B. Li, Y. Wen, L. Bu, W. Qu, N. Xue</td>
<td>10th Linguistic Annotation Workshop (LAW X)</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/W16-1702" target="_blank">pdf</a></td>
<td></td>
<td><button topic="annotation" on="0">Annotation</button> <button topic="multilingual" on="0">Multilingual</button></td>
</tr>
<tr>
<td>28</td>
<td>CAMR at SemEval-2016 Task 8: An Extended Transition-based AMR Parser </td>
<td><span style="display:none;">Wang</span>Chuan Wang, Sameer Pradhan, Xiaoman Pan, Heng Ji, Nianwen Xue</td>
<td>SemEval</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/S16-1181" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="transition-based" on="0">Transition-based</button></td>
</tr>
<tr>
<td>29</td>
<td>Neural Shift-Reduce CCG Semantic Parsing </td>
<td><span style="display:none;">Misra</span>Dipendra Kumar Misra, Yoav Artzi</td>
<td>EMNLP</td>
<td>2016</td>
<td><a href="http://aclweb.org/anthology/D16-1183" target="_blank">pdf</a>, <a href="https://www.aclweb.org/anthology/attachments/D16-1183.Attachment.pdf" target="_blank">Supplement</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="ccg" on="0">CCG</button> <button topic="transition-based" on="0">Transition-based</button></td>
</tr>
<tr>
<td>30</td>
<td>Abstract Meaning Representation as Linked Data </td>
<td><span style="display:none;">Burns</span>Gully A. Burns, Ulf Hermjakob, José Luis Ambite</td>
<td>International Semantic Web Conference Resources Track</td>
<td>2016</td>
<td><a href="http://link.springer.com/chapter/10.1007/978-3-319-46547-0_2" target="_blank">springer</a></td>
<td></td>
<td><button topic="applications" on="0">Applications</button></td>
</tr>
<tr>
<td>31</td>
<td>RIGA at SemEval-2016 Task 8: Impact of Smatch Extensions and Character-Level Neural Translation on AMR Parsing Accuracy </td>
<td><span style="display:none;">Barzdins</span>Guntis Barzdins, Didzis Gosko</td>
<td>SemEval</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/S16-1176" target="_blank">pdf</a>, <a href="https://github.com/didzis/smatchTools" target="_blank">Eval code</a></td>
<td></td>
<td><button topic="evaluation" on="0">Evaluation</button> <button topic="parsing" on="0">Parsing</button> <button topic="mt-based" on="0">MT-based</button></td>
</tr>
<tr>
<td>32</td>
<td>Between a Rock and a Hard Place -- Uniform Parsing for Hyperedge Replacement DAG Grammars </td>
<td><span style="display:none;">Björklund</span>H. Björklund, F. Drewes, P. Ericson</td>
<td>LATA</td>
<td>2016</td>
<td><a href="http://www8.cs.umu.se/research/uminf/reports/2015/013/part1.pdf" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="graph algebra" on="0">Graph algebra</button></td>
</tr>
<tr>
<td>33</td>
<td>Generation from Abstract Meaning Representation using Tree Transducers </td>
<td><span style="display:none;">Flanigan</span>J. Flanigan, C. Dyer, N. A. Smith, J. Carbonell</td>
<td>NAACL</td>
<td>2016</td>
<td><a href="http://www.cs.cmu.edu/%7Ejmflanig/flanigan+etal.naacl2016.pdf" target="_blank">pdf</a></td>
<td></td>
<td><button topic="generation" on="0">Generation</button></td>
</tr>
<tr>
<td>34</td>
<td>Noise Reduction and Targeted Exploration in Imitation Learning for Abstract Meaning Representation Parsing </td>
<td><span style="display:none;">Goodman</span>J. Goodman, A. Vlachos, J. Naradowsky</td>
<td>ACL</td>
<td>2016</td>
<td><a href="http://aclweb.org/anthology/P16-1001" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="imitation learning/learning to search" on="0">Imitation Learning/Learning to Search</button> <button topic="transition-based" on="0">Transition-based</button></td>
</tr>
<tr>
<td>35</td>
<td>AMR Parsing with an Incremental Joint Model </td>
<td><span style="display:none;">Zhou</span>Junsheng Zhou, Feiyu Xu, Hans Uszkoreit, Weiguang Qu, Ran Li, Yanhui Gu</td>
<td>EMNLP</td>
<td>2016</td>
<td><a href="https://www.aclweb.org/anthology/D16-1065" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="transition-based" on="0">Transition-based</button></td>
</tr>
<tr>
<td>36</td>
<td>UCL+Sheffield at SemEval-2016 Task 8: Imitation learning for AMR parsing with an alpha-bound </td>
<td><span style="display:none;">Goodman</span>James Goodman, Andreas Vlachos, Jason Naradowsky</td>
<td>SemEval</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/S16-1180" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="imitation learning/learning to search" on="0">Imitation Learning/Learning to Search</button> <button topic="transition-based" on="0">Transition-based</button></td>
</tr>
<tr>
<td>37</td>
<td>CMU at SemEval-2016 Task 8: Graph-based AMR Parsing with Infinite Ramp Loss </td>
<td><span style="display:none;">Flanigan</span>Jeffrey Flanigan, Chris Dyer, Noah A. Smith, Jaime Carbonell</td>
<td>SemEval</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/S16-1186" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="graph-based" on="0">Graph-based</button></td>
</tr>
<tr>
<td>38</td>
<td>Squib: Expressive Power of Abstract Meaning Representations </td>
<td><span style="display:none;">Bos</span>Johan Bos</td>
<td>Computational Linguistics 42(3)</td>
<td>2016</td>
<td><a href="http://www.aclweb.org/anthology/J16-3006" target="_blank">pdf</a></td>
<td></td>
<td><button topic="amr extensions" on="0">AMR Extensions</button></td>
</tr>
<tr>
<td>39</td>
<td>The Meaning Factory at SemEval-2016 Task 8: Producing AMRs with Boxer </td>
<td><span style="display:none;">Bjerva</span>Johannes Bjerva, Johan Bos, Hessel Haagsma</td>
<td>SemEval</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/S16-1182" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="conversion-based" on="0">Conversion-based</button></td>
</tr>
<tr>
<td>40</td>
<td>SemEval-2016 Task 8: Meaning Representation Parsing </td>
<td><span style="display:none;">May</span>Jonathan May</td>
<td>SemEval</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/S16-1166" target="_blank">pdf</a></td>
<td></td>
<td><button topic="shared task overview" on="0">Shared Task Overview</button> <button topic="parsing" on="0">Parsing</button></td>
</tr>
<tr>
<td>41</td>
<td>AMR-to-text generation as a Traveling Salesman Problem </td>
<td><span style="display:none;">Song</span>Linfeng Song, Yue Zhang, Xiaochang Peng, Zhiguo Wang, Daniel Gildea</td>
<td>EMNLP</td>
<td>2016</td>
<td><a href="https://www.aclweb.org/anthology/D16-1224" target="_blank">pdf</a></td>
<td><a href="https://arxiv.org/abs/1609.07451" target="_blank">arXiv</a></td>
<td><button topic="generation" on="0">Generation</button> <button topic="graph-based" on="0">Graph-based</button></td>
</tr>
<tr>
<td>42</td>
<td>ICL-HD at SemEval-2016 Task 8: Meaning Representation Parsing - Augmenting AMR Parsing with a Preposition Semantic Role Labeling Neural Network </td>
<td><span style="display:none;">Brandt</span>Lauritz Brandt, David Grimm, Mengfei Zhou, Yannick Versley</td>
<td>SemEval</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/S/S16/S16-1179.pdf" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button></td>
</tr>
<tr>
<td>43</td>
<td>Machine Comprehension Using Rich Semantic Representations </td>
<td><span style="display:none;">Sachan</span>Mrinmaya Sachan, Eric Xing</td>
<td>ACL</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/P16-2079" target="_blank">pdf</a></td>
<td></td>
<td><button topic="applications" on="0">Applications</button> <button topic="question answering" on="0">Question Answering</button></td>
</tr>
<tr>
<td>44</td>
<td>Generating English from Abstract Meaning Representations </td>
<td><span style="display:none;">Pourdamghani</span>Nima Pourdamghani, Kevin Knight, Ulf Hermjakob</td>
<td>INLG</td>
<td>2016</td>
<td><a href="http://aclweb.org/anthology/W16-6603" target="_blank">pdf</a></td>
<td></td>
<td><button topic="generation" on="0">Generation</button> <button topic="mt-based" on="0">MT-based</button></td>
</tr>
<tr>
<td>45</td>
<td>Extracting Biomolecular Interactions Using Semantic Parsing of Biomedical Text </td>
<td><span style="display:none;">Garg</span>Sahil Garg, Aram Galstyan, Ulf Hermjakob, Daniel Marcu</td>
<td>AAAI</td>
<td>2016</td>
<td><a href="https://aaai.org/papers/337-extracting-biomolecular-interactions-using-semantic-parsing-of-biomedical-text/" target="_blank">pdf</a></td>
<td><a href="https://arxiv.org/abs/1512.01587" target="_blank">arXiv</a></td>
<td><button topic="applications" on="0">Applications</button> <button topic="information extraction" on="0">Information Extraction</button> <button topic="biomedical" on="0">Biomedical</button> <button topic="annotation" on="0">Annotation</button></td>
</tr>
<tr>
<td>46</td>
<td>Neural Headline Generation on Abstract Meaning Representation </td>
<td><span style="display:none;">Takase</span>Sho Takase, Jun Suzuki, Naoaki Okazaki, Tsutomu Hirao, Masaaki Nagata</td>
<td>EMNLP</td>
<td>2016</td>
<td><a href="https://www.aclweb.org/anthology/D16-1112" target="_blank">pdf</a></td>
<td></td>
<td><button topic="generation" on="0">Generation</button></td>
</tr>
<tr>
<td>47</td>
<td>CLIP@UMD at SemEval-2016 Task 8: Parser for Abstract Meaning Representation using Learning to Search </td>
<td><span style="display:none;">Rao</span>Sudha Rao, Yogarshi Vyas, Hal Daumé III, Philip Resnik</td>
<td>SemEval</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/S16-1184" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="imitation learning/learning to search" on="0">Imitation Learning/Learning to Search</button></td>
</tr>
<tr>
<td>48</td>
<td>CU-NLP at SemEval-2016 Task 8: AMR Parsing using LSTM-based Recurrent Neural Networks </td>
<td><span style="display:none;">Foland</span>William Foland, James H. Martin</td>
<td>SemEval</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/S16-1185" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="seq2seq" on="0">Seq2Seq</button></td>
</tr>
<tr>
<td>49</td>
<td>UofR at SemEval-2016 Task 8: Learning Synchronous Hyperedge Replacement Grammar for AMR Parsing </td>
<td><span style="display:none;">Peng</span>Xiaochang Peng, Daniel Gildea</td>
<td>SemEval</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/S16-1183" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="graph algebra" on="0">Graph algebra</button></td>
</tr>
<tr>
<td>50</td>
<td>M2L at SemEval-2016 Task 8: AMR Parsing with Neural Networks </td>
<td><span style="display:none;">Puzikov</span>Yevgeniy Puzikov, Daisuke Kawahara, Sadao Kurohashi</td>
<td>SemEval</td>
<td>2016</td>
<td><a href="https://aclweb.org/anthology/S16-1178" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="transition-based" on="0">Transition-based</button></td>
</tr>
<tr>
<td>51</td>
<td>Grammar-Based Semantic Parsing Into Graph Representations </td>
<td><span style="display:none;">Bauer</span>Daniel Bauer</td>
<td>Ph.D. thesis, Columbia University</td>
<td>2017</td>
<td><a href="https://academiccommons.columbia.edu/doi/10.7916/D8JH3ZRR" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="graph-based" on="0">Graph-based</button> <button topic="graph algebra" on="0">Graph algebra</button> <button topic="alignment" on="0">Alignment</button> <button topic="syntax/grammar" on="0">Syntax/grammar</button></td>
</tr>
<tr>
<td>52</td>
<td>Supervised Syntax-based Alignment between English Sentences and Abstract Meaning Representation Graphs </td>
<td><span style="display:none;">Chu</span>Chenhui Chu, Sadao Kurohashi</td>
<td>preprint</td>
<td>2017</td>
<td></td>
<td><a href="https://arxiv.org/abs/1606.02126" target="_blank">arXiv</a></td>
<td><button topic="alignment" on="0">Alignment</button> <button topic="syntax/grammar" on="0">Syntax/grammar</button></td>
</tr>
<tr>
<td>53</td>
<td>Getting the Most out of AMR Parsing </td>
<td><span style="display:none;">Wang</span>Chuan Wang, Nianwen Xue</td>
<td>EMNLP</td>
<td>2017</td>
<td><a href="http://www.cs.brandeis.edu/%7Ecwang24/files/emnlp17.pdf" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="seq2seq" on="0">Seq2Seq</button> <button topic="alignment" on="0">Alignment</button></td>
</tr>
<tr>
<td>54</td>
<td>Reforming AMR </td>
<td><span style="display:none;">Stabler</span>Edward Stabler</td>
<td>International Conference on Formal Grammar</td>
<td>2017</td>
<td><a href="https://link.springer.com/chapter/10.1007/978-3-662-56343-4_5" target="_blank">springer</a></td>
<td></td>
<td><button topic="amr extensions" on="0">AMR Extensions</button></td>
</tr>
<tr>
<td>55</td>
<td>Sheffield at SemEval-2017 Task 9: Transition-based language generation from AMR </td>
<td><span style="display:none;">Lampouras</span>Gerasimos Lampouras, Andreas Vlachos</td>
<td>SemEval</td>
<td>2017</td>
<td><a href="http://www.aclweb.org/anthology/S17-2096" target="_blank">pdf</a></td>
<td></td>
<td><button topic="generation" on="0">Generation</button> <button topic="transition-based" on="0">Transition-based</button></td>
</tr>
<tr>
<td>56</td>
<td>Neural AMR: Sequence-to-Sequence Models for Parsing and Generation </td>
<td><span style="display:none;">Konstas</span>Ioannis Konstas, Srinivasan Iyer, Mark Yatskar, Yejin Choi, Luke Zettlemoyer</td>
<td>ACL</td>
<td>2017</td>
<td><a href="https://www.aclweb.org/anthology/P17-1014" target="_blank">pdf</a></td>
<td><a href="https://arxiv.org/abs/1704.08381" target="_blank">arXiv</a></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="generation" on="0">Generation</button> <button topic="seq2seq" on="0">Seq2Seq</button></td>
</tr>
<tr>
<td>57</td>
<td>Oxford at SemEval-2017 Task 9: Neural AMR Parsing with Pointer-Augmented Attention </td>
<td><span style="display:none;">Buys</span>Jan Buys, Phil Blunsom</td>
<td>SemEval</td>
<td>2017</td>
<td><a href="http://www.aclweb.org/anthology/S17-2157" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button></td>
</tr>
<tr>
<td>58</td>
<td>Robust Incremental Neural Semantic Graph Parsing </td>
<td><span style="display:none;">Buys</span>Jan Buys, Phil Blunsom</td>
<td>ACL</td>
<td>2017</td>
<td><a href="https://www.aclweb.org/anthology/P17-1112" target="_blank">pdf</a></td>
<td><a href="https://arxiv.org/abs/1704.07092" target="_blank">arXiv</a></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="transition-based" on="0">Transition-based</button></td>
</tr>
<tr>
<td>59</td>
<td>A constrained graph algebra for semantic parsing with AMRs </td>
<td><span style="display:none;">Groschwitz</span>Jonas Groschwitz, Meaghan Fowlie, Mark Johnson, Alexander Koller</td>
<td>IWCS</td>
<td>2017</td>
<td><a href="http://www.aclweb.org/anthology/W17-6810" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="graph algebra" on="0">Graph algebra</button></td>
</tr>
<tr>
<td>60</td>
<td>SemEval-2017 Task 9: Abstract Meaning Representation Parsing and Generation </td>
<td><span style="display:none;">May</span>Jonathan May, Jay Priyadarshi</td>
<td>SemEval</td>
<td>2017</td>
<td><a href="http://www.aclweb.org/anthology/S17-2090" target="_blank">pdf</a></td>
<td></td>
<td><button topic="shared task overview" on="0">Shared Task Overview</button> <button topic="parsing" on="0">Parsing</button> <button topic="generation" on="0">Generation</button></td>
</tr>
<tr>
<td>61</td>
<td>UIT-DANGNT-CLNLP at SemEval-2017 Task 9: Building Scientific Concept Fixing Patterns for Improving CAMR </td>
<td><span style="display:none;">Nguyen</span>Khoa Nguyen, Dang Nguyen</td>
<td>SemEval</td>
<td>2017</td>
<td><a href="http://www.aclweb.org/anthology/S17-2156" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button></td>
</tr>
<tr>
<td>62</td>
<td>ConvAMR: Abstract meaning representation parsing for legal document </td>
<td><span style="display:none;">Viet</span>Lai Dac Viet, Vu Trong Sinh, Nguyen Le Minh, Ken Satoh</td>
<td>SCIDOCA</td>
<td>2017</td>
<td></td>
<td><a href="https://arxiv.org/abs/1711.06141" target="_blank">arXiv</a></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="seq2seq" on="0">Seq2Seq</button></td>
</tr>
<tr>
<td>63</td>
<td>AMR-to-text Generation with Synchronous Node Replacement Grammar </td>
<td><span style="display:none;">Song</span>Linfeng Song, Xiaochang Peng, Yue Zhang, Zhiguo Wang, Daniel Gildea</td>
<td>ACL</td>
<td>2017</td>
<td><a href="https://www.aclweb.org/anthology/P17-2002" target="_blank">pdf</a></td>
<td><a href="https://arxiv.org/abs/1702.00500" target="_blank">arXiv</a></td>
<td><button topic="generation" on="0">Generation</button> <button topic="graph algebra" on="0">Graph algebra</button></td>
</tr>
<tr>
<td>64</td>
<td>An Incremental Parser for Abstract Meaning Representation </td>
<td><span style="display:none;">Damonte</span>Marco Damonte, Shay B. Cohen, Giorgio Satta</td>
<td>EACL</td>
<td>2017</td>
<td><a href="https://github.com/mdtux89/amr-eager" target="_blank">Parser code</a>, <a href="https://github.com/mdtux89/amr-evaluation" target="_blank">Eval code</a></td>
<td><a href="https://arxiv.org/abs/1608.06111" target="_blank">arXiv</a></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="evaluation" on="0">Evaluation</button> <button topic="transition-based" on="0">Transition-based</button></td>
</tr>
<tr>
<td>65</td>
<td>AMR Parsing using Stack-LSTMs </td>
<td><span style="display:none;">Ballesteros</span>Miguel Ballesteros, Yaser Al-Onaizan</td>
<td>EMNLP</td>
<td>2017</td>
<td><a href="https://www.aclweb.org/anthology/D17-1130" target="_blank">pdf</a></td>
<td><a href="https://arxiv.org/abs/1707.07755" target="_blank">arXiv</a></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="transition-based" on="0">Transition-based</button></td>
</tr>
<tr>
<td>66</td>
<td>A Study Towards Spanish Abstract Meaning Representation </td>
<td><span style="display:none;">Migueles-Abraira</span>Noelia Migueles-Abraira</td>
<td>MSc thesis, University of the Basque Country</td>
<td>2017</td>
<td><a href="https://addi.ehu.es/handle/10810/22056" target="_blank">pdf</a></td>
<td></td>
<td><button topic="annotation" on="0">Annotation</button> <button topic="multilingual" on="0">Multilingual</button></td>
</tr>
<tr>
<td>67</td>
<td>Towards AMR-BR: A SemBank for Brazilian Portuguese language </td>
<td><span style="display:none;">Anchiêta</span>Rafael Torres Anchiêta, Thiago Alexandre Salgueiro Pardo</td>
<td>LREC</td>
<td>2018</td>
<td><a href="http://www.lrec-conf.org/proceedings/lrec2018/pdf/366.pdf" target="_blank">pdf</a></td>
<td></td>
<td><button topic="annotation" on="0">Annotation</button> <button topic="multilingual" on="0">Multilingual</button></td>
</tr>
<tr>
<td>68</td>
<td>A rule-based AMR parser for Portuguese </td>
<td><span style="display:none;">Anchiêta</span>Rafael Torres Anchiêta, Thiago Alexandre Salgueiro Pardo</td>
<td>IBERAMIA</td>
<td>2018</td>
<td><a href="https://link.springer.com/chapter/10.1007/978-3-030-03928-8_28" target="_blank">springer</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="rule-based" on="0">Rule-based</button> <button topic="multilingual" on="0">Multilingual</button></td>
</tr>
<tr>
<td>69</td>
<td>RIGOTRIO at SemEval-2017 Task 9: Combining Machine Learning and Grammar Engineering for AMR Parsing and Generation </td>
<td><span style="display:none;">Gruzitis</span>Normunds Gruzitis, Didzis Gosko, Guntis Barzdins</td>
<td>SemEval</td>
<td>2017</td>
<td><a href="http://www.aclweb.org/anthology/S17-2159" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="generation" on="0">Generation</button></td>
</tr>
<tr>
<td>70</td>
<td>Dealing with Co-reference in Neural Semantic Parsing </td>
<td><span style="display:none;">Noord</span>Rik van Noord, Johan Bos</td>
<td>Workshop on Semantic Deep Learning</td>
<td>2017</td>
<td><a href="http://www.aclweb.org/anthology/W17-7306" target="_blank">pdf</a></td>
<td></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="co-reference" on="0">Co-reference</button></td>
</tr>
<tr>
<td>71</td>
<td>Neural Semantic Parsing by Character-based Translation: Experiments with Abstract Meaning Representations </td>
<td><span style="display:none;">Noord</span>Rik van Noord, Johan Bos</td>
<td>Computational Linguistics in the Netherlands 7</td>
<td>2017</td>
<td><a href="https://clinjournal.org/clinj/article/view/72" target="_blank">pdf</a></td>
<td><a href="https://arxiv.org/abs/1705.09980" target="_blank">arXiv</a></td>
<td><button topic="parsing" on="0">Parsing</button> <button topic="mt-based" on="0">MT-based</button></td>
</tr>
<tr>
<td>72</td>
<td>The Meaning Factory at SemEval-2017 Task 9: Producing AMRs with Neural Semantic Parsing </td>
<td><span style="display:none;">Noord</span>Rik van Noord, Johan Bos</td>
<td>SemEval</td>
<td>2017</td>
<td><a href="http://www.aclweb.org/anthology/S17-2160" target="_blank">pdf</a></td>
<td></td>