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Call for Papers: Special Call for Neurosymbolic Benchmark Papers </h1>
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<article id="node-913" class="node node-blog node-promoted article odd node-lang-en node-full ia-n clearfix" about="/content/call-papers-special-call-neurosymbolic-benchmark-papers" typeof="sioc:Post sioct:BlogPost" role="article">
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<p class="submitted"><span property="dc:date dc:created" content="2025-12-08T13:37:43-05:00" datatype="xsd:dateTime" rel="sioc:has_creator">Submitted by <span class="username" xml:lang="" about="/users/sanaz-saki-norouzi" typeof="sioc:UserAccount" property="foaf:name" datatype="">Sanaz Saki Norouzi</span> on <time datetime="2025-12-08T13:37:43-0500">Mon, 12/08/2025 - 13:37</time></span></p>
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<span property="dc:title" content="Call for Papers: Special Call for Neurosymbolic Benchmark Papers" class="rdf-meta element-hidden"></span><span property="sioc:num_replies" content="0" datatype="xsd:integer" class="rdf-meta element-hidden"></span>
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<div class="field field-name-body field-type-text-with-summary field-label-hidden view-mode-full"><div class="field-items"><div class="field-item even" property="content:encoded"><h3>Special Call for Neurosymbolic Benchmark Papers</h3>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><b id="docs-internal-guid-ad3f2f02-7fff-58e7-4e4d-cf3b18a38728" style="font-weight:normal;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Neurosymbolic Benchmark Papers are short-to-medium-sized papers (typically up to 12 pages) presenting and describing novel neurosymbolic benchmarks with corresponding tasks, metrics, and datasets. They should have the potential to become well-known references for evaluating existing and newly developed neurosymbolic solutions. </span></b></p>
<p> </p>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><b id="docs-internal-guid-ad3f2f02-7fff-58e7-4e4d-cf3b18a38728" style="font-weight:normal;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">We welcome benchmarks and datasets at different levels of maturity that provide novel scientific results, e.g., a bespoke benchmark that provides new insights into the performance of state-of-the-art tools on a specific task. Besides novel benchmarks, which are of primary interest for this call, we also welcome benchmarks that have already enjoyed significant adoption by third parties in the context of research, industry, or a specific user community (e.g., biomedicine) from which novel scientific results emerge. </span></b></p>
<p> </p>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><b id="docs-internal-guid-ad3f2f02-7fff-58e7-4e4d-cf3b18a38728" style="font-weight:normal;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">The paper should describe, in concise and clear terms, the motivation and merit for the benchmark as a novel contribution to neurosymbolic AI, highlight the targeted gaps, detail its theoretical framework and practical instantiation, formalize and detail its task, dataset and metrics, report its key statistics and illustrative examples, apply it to evaluate a relevant set of baseline approaches following clear research questions or hypotheses, and reflect on its limitations. The paper should also make it clear what property/ies, tasks, or uses of neurosymbolic systems are being addressed with the benchmark, and describe its content as a guide to its usage in various (possibly unforeseen) applications. As a neurosymbolic contribution, it should be clear how the benchmark, as well as its dataset and metrics, connect to both neural and symbolic considerations. </span></b></p>
<p> </p>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><b id="docs-internal-guid-ad3f2f02-7fff-58e7-4e4d-cf3b18a38728" style="font-weight:normal;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Benchmark and/or datasets should follow open-access scientific guidelines, i.e., they should be published using a stable URL (e.g., Zenodo), include a name, version date and number, licensing, availability, topic coverage, source of the data, purpose and method of creation and maintenance, reported usage, etc. Ideally, benchmarks should be accompanied by software (e.g., a Python package, a HuggingFace dataset module, or a web demo) that facilitates their use. </span></b></p>
<p> </p>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><b id="docs-internal-guid-ad3f2f02-7fff-58e7-4e4d-cf3b18a38728" style="font-weight:normal;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Benchmark contributions will be evaluated along the following dimensions: (1) Relevance and novelty of the benchmark contribution within neurosymbolic AI, e.g., in capturing NeSy system properties or evaluating a task; (2) Clarity and completeness of the description, in terms of (theoretical) justification for the design and in line with the identified research gaps; (3) Usefulness and impact of the benchmark, e.g., in highlighting strengths and weaknesses of systems; (4) Quality of the benchmark/metrics/dataset, supported through, for example, study execution, human performance or agreement, as well as objective metrics of its diversity and coverage.</span></b></p>
<p> </p>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><b id="docs-internal-guid-ad3f2f02-7fff-58e7-4e4d-cf3b18a38728" style="font-weight:normal;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Prospective authors should feel free to contact the guest editors with any questions related to this call, e.g., to assess whether a particular topic is suitable in principle.</span></b></p>
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<h4 dir="ltr"><meta charset="utf-8" /><b id="docs-internal-guid-b279ee06-7fff-bc16-b639-0d02625a3bb8" style="font-weight:normal;"><span style="font-size:20pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Deadline</span></b></h4>
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<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><b id="docs-internal-guid-11255268-7fff-1cd6-25a6-cf3a88f92364" style="font-weight:normal;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">May 15, 2026</span></b></p>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><b id="docs-internal-guid-11255268-7fff-1cd6-25a6-cf3a88f92364" style="font-weight:normal;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Earlier submissions will be processed as they come in. </span></b></p>
<h4> </h4>
<h4><meta charset="utf-8" /><b id="docs-internal-guid-42dafee2-7fff-519a-77ca-d610e8362e27" style="font-weight:normal;"><span style="font-size:20pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Special Call Editors</span></b></h4>
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<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><b id="docs-internal-guid-071b8f62-7fff-d580-7180-0f1af5eca04b" style="font-weight:normal;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">- Filip Ilievski (Vrije Universiteit Amsterdam, The Netherlands)</span></b></p>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><b id="docs-internal-guid-071b8f62-7fff-d580-7180-0f1af5eca04b" style="font-weight:normal;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">- Claudia d’Amato (University of Bari, Italy)</span></b></p>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"> </p>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"> </p>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><meta charset="utf-8" /></p>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><b id="docs-internal-guid-fd63e151-7fff-096a-cc1d-41d7274a4a26" style="font-weight:normal;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Contact email: </span><a href="mailto:nai-benchmarks@googlegroups.com" style="text-decoration:none;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#1155cc;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:underline;-webkit-text-decoration-skip:none;text-decoration-skip-ink:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">nai-benchmarks@googlegroups.com</span></a><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;"> </span></b></p>
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<h5 dir="ltr" style="line-height: 1.38; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;"><meta charset="utf-8" /><b id="docs-internal-guid-f8e7530f-7fff-785d-646c-ff81d1d67449" style="font-weight:normal;"><span style="font-size:20pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Special Call Editorial Board Members</span></b></h5>
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<ol start="1" style="color: rgb(36, 36, 36); font-family: "Segoe UI", "Segoe UI Web (West European)", -apple-system, BlinkMacSystemFont, Roboto, "Helvetica Neue", sans-serif; font-size: 15px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; font-weight: 400; letter-spacing: normal; orphans: 2; text-align: start; text-indent: 0px; text-transform: none; widows: 2; word-spacing: 0px; -webkit-text-stroke-width: 0px; white-space: normal; background-color: rgb(255, 255, 255); text-decoration-thickness: initial; text-decoration-style: initial; text-decoration-color: initial; margin-top: 0px; margin-bottom: 0px;"><li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p data-olk-copy-source="MessageBody" dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Wael AbdAlmageed (Clemson University)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Roberto Barile (Università di Bari)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Vaishak Belle (University of Edinburgh)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Tarek Besold (Sony AI)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Michael Cochez (Åbo Akademi)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Roberto Confalonieri (University of Padua)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Stefano De Giorgis (VU Amsterdam)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Ivan Diliso (Università di Bari)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Nicola Fanizzi (Università di Bari)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Anna Lisa Gentile (IBM)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Yifan Jiang (USC Information Sciences Institute)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Ernesto Jiménez-Ruiz (St George’s, University of London)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Jaleed Khan (Elsewhen)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Hossein Khojasteh (VU Amsterdam)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Sundong Kim (Gwangju Institute of Science and Technology)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Emile van Krieken (VU Amsterdam)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Louis Mahon (University of Edinburgh)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Alessandra Mileo (Dublin City University)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Hande McGinty (Kansas State University)</p>
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<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Pierre Monnin (Inria)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Raghava Mutharaju (IIIT Delhi)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Marta Sabou (WU Vienna)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Stephan Scheele (OTH Regensburg)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Ute Schmid (University of Bamberg)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Ilaria Tiddi (VU Amsterdam)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Antonio Rago (King’s College London)</p>
</li>
<li dir="ltr" style="color: black; font-size: 11pt; font-family: Arial, sans-serif; list-style: decimal;">
<p dir="ltr" role="presentation" style="margin-top: 0px; margin-bottom: 0px; line-height: 1.38;">Valentina Tamma (University of Liverpool)</p>
</li>
</ol><p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><meta charset="utf-8" /></p>
<h4 dir="ltr" style="line-height: 1.38; text-align: justify; margin-top: 20pt; margin-bottom: 6pt;"><b id="docs-internal-guid-384c3d49-7fff-2f0e-9aa1-83f544407093" style="font-weight:normal;"><span style="font-size:20pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Author Guidelines</span></b></h4>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><b id="docs-internal-guid-384c3d49-7fff-2f0e-9aa1-83f544407093" style="font-weight:normal;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Submissions shall be made through the journal's website at </span><a href="https://neurosymbolic-ai-journal.com/" style="text-decoration:none;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#1155cc;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:underline;-webkit-text-decoration-skip:none;text-decoration-skip-ink:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">https://neurosymbolic-ai-journal.com/</span></a><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">. Prospective authors must take notice of the submission guidelines posted at </span><a href="https://neurosymbolic-ai-journal.com/content/author-guidelines" style="text-decoration:none;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#1155cc;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:underline;-webkit-text-decoration-skip:none;text-decoration-skip-ink:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">https://neurosymbolic-ai-journal.com/content/author-guidelines</span></a><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">.</span></b></p>
<p> </p>
<p dir="ltr" style="line-height:1.38;text-align: justify;margin-top:0pt;margin-bottom:0pt;"><b id="docs-internal-guid-384c3d49-7fff-2f0e-9aa1-83f544407093" style="font-weight:normal;"><span style="font-size:11pt;font-family:Arial,sans-serif;color:#000000;background-color:transparent;font-weight:400;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre;white-space:pre-wrap;">Note that you need to request an account on the website to submit a paper. Please indicate in the cover letter that it is a benchmark manuscript. In the paper submission form, please select "Benchmark". All manuscripts will be reviewed based on the journal's open and transparent review policy and will be made available online during the review process.</span></b></p>
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