AI-Assisted Scientific Assessment: A Case Study on Climate Change.

Massimiliano Ciaramita

Christian Buck Levke Caesar Michelle Chen Huebscher Massimiliano Ciaramita Erich Fischer Zeke Hausfather Özge Kart Tokmak Reto Knutti Markus Leippold Joseph Ludescher Katharine Mach Sofia Palazzo Corner Kasra Rafiezadeh Shahi Johan Rockström Joeri Rogelj Boris Sakschewski AI-Assisted Scientific Assessment: A Case Study on Climate Change. 2026 February abs/2602.09723 CoRR https://doi.org/10.48550/arXiv.2602.09723 db/journals/corr/corr2602.html#abs-2602-09723 streams/journals/corr

Michelle Chen Huebscher Katharine Mach Aleksandar Stanic Markus Leippold Ben Gaiarin Zeke Hausfather Elisa Rawat Erich Fischer Massimiliano Ciaramita Joeri Rogelj Christian Buck Lierni Sestorain Saralegu Reto Knutti CLINB: A Climate Intelligence Benchmark for Foundational Models. 2025 November abs/2511.11597 CoRR https://doi.org/10.48550/arXiv.2511.11597 db/journals/corr/corr2511.html#abs-2511-11597 streams/journals/corr

Jannis Bulian Mike S. Schäfer Afra Amini Heidi Lam Massimiliano Ciaramita Ben Gaiarin Michelle Chen Huebscher Christian Buck Niels Mede Markus Leippold Nadine Strauß Assessing Large Language Models on Climate Information. 2024 ICML https://proceedings.mlr.press/v235/bulian24a.html https://openreview.net/forum?id=ScIHQoTUjT conf/icml/2024 db/conf/icml/icml2024.html#BulianSALCGHBML24 4884-4935

Afra Amini Massimiliano Ciaramita Probing in Context: Toward Building Robust Classifiers via Probing Large Language Models. 2023 abs/2305.14171 CoRR https://doi.org/10.48550/arXiv.2305.14171 db/journals/corr/corr2305.html#abs-2305-14171

Jannis Bulian Mike S. Schäfer Afra Amini Heidi Lam Massimiliano Ciaramita Ben Gaiarin Michelle Chen Huebscher Christian Buck Niels Mede Markus Leippold Nadine Strauß Assessing Large Language Models on Climate Information. 2023 abs/2310.02932 CoRR https://doi.org/10.48550/arXiv.2310.02932 db/journals/corr/corr2310.html#abs-2310-02932

Leonard Adolphs Benjamin Börschinger Christian Buck Michelle Chen Huebscher Massimiliano Ciaramita Lasse Espeholt Thomas Hofmann 0001 Yannic Kilcher Sascha Rothe Pier Giuseppe Sessa Lierni Sestorain Boosting Search Engines with Interactive Agents. 2022 2022 Trans. Mach. Learn. Res. https://openreview.net/forum?id=0ZbPmmB61g db/journals/tmlr/tmlr2022.html#AdolphsBBHCEHKRSS22

Leonard Adolphs Michelle Chen Huebscher Christian Buck Sertan Girgin Olivier Bachem Massimiliano Ciaramita Thomas Hofmann 0001 Decoding a Neural Retriever's Latent Space for Query Suggestion. 8786-8804 2022 EMNLP https://doi.org/10.18653/v1/2022.emnlp-main.601 https://aclanthology.org/2022.emnlp-main.601 conf/emnlp/2022 db/conf/emnlp/emnlp2022.html#AdolphsHBGBCH22

Michelle Chen Huebscher Christian Buck Massimiliano Ciaramita Sascha Rothe Zero-Shot Retrieval with Search Agents and Hybrid Environments. 2022 abs/2209.15469 CoRR https://doi.org/10.48550/arXiv.2209.15469 db/journals/corr/corr2209.html#abs-2209-15469

Leonard Adolphs Michelle Chen Huebscher Christian Buck Sertan Girgin Olivier Bachem Massimiliano Ciaramita Thomas Hofmann 0001 Decoding a Neural Retriever's Latent Space for Query Suggestion. 2022 abs/2210.12084 CoRR https://doi.org/10.48550/arXiv.2210.12084 db/journals/corr/corr2210.html#abs-2210-12084

Leonard Adolphs Benjamin Börschinger Christian Buck Michelle Chen Huebscher Massimiliano Ciaramita Lasse Espeholt Thomas Hofmann 0001 Yannic Kilcher Boosting Search Engines with Interactive Agents. 2021 abs/2109.00527 CoRR https://arxiv.org/abs/2109.00527 db/journals/corr/corr2109.html#abs-2109-00527

Gino Brunner Yang Liu Damian Pascual Oliver Richter Massimiliano Ciaramita Roger Wattenhofer On Identifiability in Transformers. 2020 ICLR https://openreview.net/forum?id=BJg1f6EFDB conf/iclr/2020 db/conf/iclr/iclr2020.html#BrunnerLPRCW20

Francesco S. Varini Jordan L. Boyd-Graber Massimiliano Ciaramita Markus Leippold ClimaText: A Dataset for Climate Change Topic Detection. 2020 abs/2012.00483 CoRR https://arxiv.org/abs/2012.00483 db/journals/corr/corr2012.html#abs-2012-00483

Thomas Diggelmann Jordan L. Boyd-Graber Jannis Bulian Massimiliano Ciaramita Markus Leippold CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims. 2020 abs/2012.00614 CoRR https://arxiv.org/abs/2012.00614 db/journals/corr/corr2012.html#abs-2012-00614

Marco Cornolti Paolo Ferragina Massimiliano Ciaramita Stefan Rüd Hinrich Schütze SMAPH: A Piggyback Approach for Entity-Linking in Web Queries. 13:1-13:42 2019 37 ACM Trans. Inf. Syst. 1 https://doi.org/10.1145/3284102 https://www.wikidata.org/entity/Q130867434 db/journals/tois/tois37.html#CornoltiFCRS19

Rodrigo Nogueira 0001 Jannis Bulian Massimiliano Ciaramita Multi-agent query reformulation: Challenges and the role of diversity. 2019 DeepRLStructPred@ICLR https://openreview.net/forum?id=BJeypMU5wE conf/iclr/2019drlsp db/conf/iclr/drlsp2019.html#NogueiraBC19

Benjamin Börschinger Jordan L. Boyd-Graber Christian Buck Jannis Bulian Massimiliano Ciaramita Michelle Chen Huebscher Wojciech Gajewski Yannic Kilcher Rodrigo Nogueira 0001 Lierni Sestorain Saralegu Meta Answering for Machine Reading. 2019 abs/1911.04156 CoRR http://arxiv.org/abs/1911.04156 db/journals/corr/corr1911.html#abs-1911-04156

Christian Buck Jannis Bulian Massimiliano Ciaramita Wojciech Gajewski Andrea Gesmundo Neil Houlsby Wei Wang 0236 Ask the Right Questions: Active Question Reformulation with Reinforcement Learning. 2018 ICLR https://openreview.net/forum?id=S1CChZ-CZ conf/iclr/2018 db/conf/iclr/iclr2018.html#BuckBCGGHW18

Christian Buck Jannis Bulian Massimiliano Ciaramita Wojciech Gajewski Andrea Gesmundo Neil Houlsby Wei Wang 0236 Analyzing Language Learned by an Active Question Answering Agent. 2018 abs/1801.07537 CoRR http://arxiv.org/abs/1801.07537 db/journals/corr/corr1801.html#abs-1801-07537

Lierni Sestorain Massimiliano Ciaramita Christian Buck Thomas Hofmann 0001 Zero-Shot Dual Machine Translation. 2018 abs/1805.10338 CoRR http://arxiv.org/abs/1805.10338 db/journals/corr/corr1805.html#abs-1805-10338

Rodrigo Nogueira 0001 Jannis Bulian Massimiliano Ciaramita Learning to Coordinate Multiple Reinforcement Learning Agents for Diverse Query Reformulation. 2018 abs/1809.10658 CoRR http://arxiv.org/abs/1809.10658 db/journals/corr/corr1809.html#abs-1809-10658

Massimiliano Ciaramita Text Mining for Advertising. 1242-1247 2017 Encyclopedia of Machine Learning and Data Mining https://doi.org/10.1007/978-1-4899-7687-1_826 reference/ml/2017 db/reference/ml/ml2017.html#Ciaramita17

Christian Buck Jannis Bulian Massimiliano Ciaramita Andrea Gesmundo Neil Houlsby Wojciech Gajewski Wei Wang 0236 Ask the Right Questions: Active Question Reformulation with Reinforcement Learning. 2017 abs/1705.07830 CoRR http://arxiv.org/abs/1705.07830 db/journals/corr/corr1705.html#BuckBCGHGW17

Marco Cornolti Paolo Ferragina Massimiliano Ciaramita Stefan Rüd Hinrich Schütze A Piggyback System for Joint Entity Mention Detection and Linking in Web Queries. 567-578 2016 WWW https://doi.org/10.1145/2872427.2883061 https://www.wikidata.org/entity/Q130885760 conf/www/2016 db/conf/www/www2016.html#CornoltiFCRS16 Zhendong Zhao Lan Du 0002 Benjamin Börschinger John K. Pate Massimiliano Ciaramita Mark Steedman Mark Johnson 0001 A Computationally Efficient Algorithm for Learning Topical Collocation Models. 1460-1469 2015 ACL (1) https://doi.org/10.3115/v1/p15-1141 https://aclanthology.org/P15-1141/ conf/acl/2015-1 db/conf/acl/acl2015-1.html#ZhaoDBPCSJ15 Lan Du 0002 Anish Kumar Mark Johnson 0001 Massimiliano Ciaramita Using Entity Information from a Knowledge Base to Improve Relation Extraction. 31-38 2015 ALTA https://aclanthology.org/U15-1004/ conf/acl-alta/2015 db/conf/acl-alta/acl-alta2015.html#DuKJC15 Neil Houlsby Massimiliano Ciaramita A Scalable Gibbs Sampler for Probabilistic Entity Linking. 335-346 2014 ECIR https://doi.org/10.1007/978-3-319-06028-6_28 https://www.wikidata.org/entity/Q66710934 conf/ecir/2014 db/conf/ecir/ecir2014.html#HoulsbyC14 Marco Cornolti Paolo Ferragina Massimiliano Ciaramita Hinrich Schütze Stefan Rüd The SMAPH system for query entity recognition and disambiguation. 25-30 2014 ERD@SIGIR https://doi.org/10.1145/2633211.2634348 https://www.wikidata.org/entity/Q130891427 conf/sigir/2014erd db/conf/sigir/erd2014.html#CornoltiFCSR14 Marco Cornolti Paolo Ferragina Massimiliano Ciaramita A framework for benchmarking entity-annotation systems. 249-260 2013 WWW https://doi.org/10.1145/2488388.2488411 https://www.wikidata.org/entity/Q130859410 conf/www/2013 db/conf/www/www2013.html#CornoltiFC13

Neil Houlsby Massimiliano Ciaramita Scalable Probabilistic Entity-Topic Modeling. 2013 CoRR http://arxiv.org/abs/1309.0337 abs/1309.0337 db/journals/corr/corr1309.html#HoulsbyC13

Ugo Scaiella Paolo Ferragina Andrea Marino 0001 Massimiliano Ciaramita Topical clustering of search results. 223-232 2012 WSDM https://doi.org/10.1145/2124295.2124324 https://www.wikidata.org/entity/Q130894065 conf/wsdm/2012 db/conf/wsdm/wsdm2012.html#ScaiellaFMC12

Mihai Surdeanu Massimiliano Ciaramita Hugo Zaragoza Learning to Rank Answers to Non-Factoid Questions from Web Collections. 351-383 2011 37 Comput. Linguistics 2 https://doi.org/10.1162/COLI_a_00051 db/journals/coling/coling37.html#SurdeanuCZ11

Stefan Rüd Massimiliano Ciaramita Jens Müller Hinrich Schütze Piggyback: Using Search Engines for Robust Cross-Domain Named Entity Recognition. 965-975 2011 ACL https://aclanthology.org/P11-1097/ conf/acl/2011 db/conf/acl/acl2011.html#RudCMS11 Ricardo Martin-Brualla Enrique Alfonseca Marius Pasca Keith B. Hall Enrique Robledo-Arnuncio Massimiliano Ciaramita Instance Sense Induction from Attribute Sets. 819-827 2010 COLING (Posters) https://aclanthology.org/C10-2094/ conf/coling/2010p db/conf/coling/coling2010p.html#Martin-BruallaAPHRC10 Fabio De Bona Stefan Riezler Keith B. Hall Massimiliano Ciaramita Amac Herdagdelen Maria Holmqvist Learning Dense Models of Query Similarity from User Click Logs. 474-482 2010 HLT-NAACL https://aclanthology.org/N10-1071/ conf/naacl/2010 db/conf/naacl/naacl2010.html#BonaRHCHH10 Amac Herdagdelen Massimiliano Ciaramita Daniel Mahler Maria Holmqvist Keith B. Hall Stefan Riezler Enrique Alfonseca Generalized syntactic and semantic models of query reformulation. 283-290 2010 SIGIR https://doi.org/10.1145/1835449.1835498 conf/sigir/2010 db/conf/sigir/sigir2010.html#HerdagdelenCMHHRA10 Massimiliano Ciaramita Giuseppe Attardi Dependency Parsing with Second-Order Feature Maps and Annotated Semantic Information. 87-104 2010 Trends in Parsing Technology https://doi.org/10.1007/978-90-481-9352-3_6 books/daglib/0032680 db/books/collections/BMN2010.html#CiaramitaA10 Massimiliano Ciaramita Text Mining for Advertising. 963-968 2010 Encyclopedia of Machine Learning https://doi.org/10.1007/978-0-387-30164-8_826 reference/ml/2010 db/reference/ml/ml2010.html#Ciaramita10 Jan Hajic 0001 Massimiliano Ciaramita Richard Johansson Daisuke Kawahara Maria Antònia Martí Lluís Màrquez Adam Meyers 0001 Joakim Nivre Sebastian Padó Jan Stepánek Pavel Stranák Mihai Surdeanu Nianwen Xue Yi Zhang 0003 The CoNLL-2009 Shared Task: Syntactic and Semantic Dependencies in Multiple Languages. 1-18 2009 CoNLL Shared Task https://aclanthology.org/W09-1201/ conf/conll/2009st db/conf/conll/conll2009st.html#HajicCJKMMMNPSSSXZ09 Katja Filippova Mihai Surdeanu Massimiliano Ciaramita Hugo Zaragoza Company-Oriented Extractive Summarization of Financial News. 246-254 2009 EACL https://aclanthology.org/E09-1029/ conf/eacl/2009 db/conf/eacl/eacl2009.html#FilippovaSCZ09 Enrique Alfonseca Massimiliano Ciaramita Keith B. Hall Gazpacho and summer rash: lexical relationships from temporal patterns of web search queries. 1046-1055 2009 EMNLP https://aclanthology.org/D09-1109/ conf/emnlp/2009 db/conf/emnlp/emnlp2009.html#AlfonsecaCH09

Peter Mika Massimiliano Ciaramita Hugo Zaragoza Jordi Atserias Learning to Tag and Tagging to Learn: A Case Study on Wikipedia. 26-33 2008 23 IEEE Intell. Syst. 5 https://doi.org/10.1109/MIS.2008.85 http://doi.ieeecomputersociety.org/10.1109/MIS.2008.85 https://www.wikidata.org/entity/Q66709274 db/journals/expert/expert23.html#MikaCZA08

Mihai Surdeanu Massimiliano Ciaramita Hugo Zaragoza Learning to Rank Answers on Large Online QA Collections. 719-727 2008 ACL https://aclanthology.org/P08-1082/ conf/acl/2008 db/conf/acl/acl2008.html#SurdeanuCZ08 Andrei Z. Broder Massimiliano Ciaramita Marcus Fontoura Evgeniy Gabrilovich Vanja Josifovski Donald Metzler Vanessa Murdock 0001 Vassilis Plachouras To swing or not to swing: learning when (not) to advertise. 1003-1012 2008 CIKM https://doi.org/10.1145/1458082.1458216 conf/cikm/2008 db/conf/cikm/cikm2008.html#BroderCFGJMMP08 Massimiliano Ciaramita Giuseppe Attardi Felice Dell'Orletta Mihai Surdeanu DeSRL: A Linear-Time Semantic Role Labeling System. 258-262 2008 CoNLL https://aclanthology.org/W08-2138/ conf/conll/2008 db/conf/conll/conll2008.html#CiaramitaADS08 Jordi Atserias Hugo Zaragoza Massimiliano Ciaramita Giuseppe Attardi Semantically Annotated Snapshot of the English Wikipedia. 2008 LREC http://www.lrec-conf.org/proceedings/lrec2008/summaries/581.html conf/lrec/2008 db/conf/lrec/lrec2008.html#AtseriasZCA08 Davide Picca Alfio Massimiliano Gliozzo Massimiliano Ciaramita Supersense Tagger for Italian. 2008 LREC http://www.lrec-conf.org/proceedings/lrec2008/summaries/599.html conf/lrec/2008 db/conf/lrec/lrec2008.html#PiccaGC08 Ximena Olivares Massimiliano Ciaramita Roelof van Zwol Boosting image retrieval through aggregating search results based on visual annotations. 189-198 2008 ACM Multimedia https://doi.org/10.1145/1459359.1459386 conf/mm/2008 db/conf/mm/mm2008.html#OlivaresCZ08 Ricardo Baeza-Yates Massimiliano Ciaramita Peter Mika Hugo Zaragoza Towards Semantic Search. 4-11 2008 NLDB https://doi.org/10.1007/978-3-540-69858-6_2 conf/nldb/2008 db/conf/nldb/nldb2008.html#Baeza-YatesCMZ08 Massimiliano Ciaramita Vanessa Murdock 0001 Vassilis Plachouras Online learning from click data for sponsored search. 227-236 2008 WWW https://doi.org/10.1145/1367497.1367529 conf/www/2008 db/conf/www/www2008.html#CiaramitaMP08 Massimiliano Ciaramita Aldo Gangemi Esther Ratsch Jasmin Saric Isabel Rojas Unsupervised Learning of Semantic Relations for Molecular Biology Ontologies. 91-104 2008 Ontology Learning and Population http://www.booksonline.iospress.nl/Content/View.aspx?piid=8219 series/faia/2008-167 db/series/faia/faia167.html#CiaramitaGRSR08 Vanessa Murdock 0001 Massimiliano Ciaramita Vassilis Plachouras A noisy-channel approach to contextual advertising. 21-27 2007 AdKDD@KDD https://doi.org/10.1145/1348599.1348603 conf/adkdd/2007 db/conf/adkdd/adkdd2007.html#0001CP07 Hugo Zaragoza Henning Rode Peter Mika Jordi Atserias Massimiliano Ciaramita Giuseppe Attardi Ranking very many typed entities on wikipedia. 1015-1018 2007 conf/cikm/2007 CIKM https://doi.org/10.1145/1321440.1321599 https://www.wikidata.org/entity/Q29475446 db/conf/cikm/cikm2007.html#ZaragozaRMACA07 Giuseppe Attardi Felice Dell'Orletta Maria Simi Atanas Chanev Massimiliano Ciaramita Multilingual Dependency Parsing and Domain Adaptation using DeSR. 1112-1118 2007 EMNLP-CoNLL https://aclanthology.org/D07-1119/ conf/emnlp/2007 db/conf/emnlp/emnlp2007.html#AttardiDSCC07 Massimiliano Ciaramita Giuseppe Attardi Dependency Parsing with Second-Order Feature Maps and Annotated Semantic Information. 133-143 2007 IWPT https://aclanthology.org/W07-2217/ conf/iwpt/2007 db/conf/iwpt/iwpt2007.html#CiaramitaA07 Giuseppe Attardi Massimiliano Ciaramita Tree Revision Learning for Dependency Parsing. 388-395 2007 HLT-NAACL https://aclanthology.org/N07-1049/ conf/naacl/2007 db/conf/naacl/naacl2007.html#AttardiC07 Rada Mihalcea Andras Csomai Massimiliano Ciaramita UNT-Yahoo: SuperSenseLearner: Combining SenseLearner with SuperSense and other Coarse Semantic Features. 406-409 2007 SemEval@ACL https://aclanthology.org/S07-1090/ conf/semeval/2007 db/conf/semeval/semeval2007.html#MihalceaCC07 Bennett A. Hagedorn Massimiliano Ciaramita Jordi Atserias World knowledge in broad-coverage information filtering. 801-802 2007 conf/sigir/2007 SIGIR https://doi.org/10.1145/1277741.1277916 db/conf/sigir/sigir2007.html#HagedornCA07 Massimiliano Ciaramita Marco Baroni A Figure of Merit for the Evaluation of Web-Corpus Randomness. 2006 conf/eacl/2006 EACL https://aclanthology.org/E06-1028/ db/conf/eacl/eacl2006.html#CiaramitaB06 Massimiliano Ciaramita Yasemin Altun Broad-Coverage Sense Disambiguation and Information Extraction with a Supersense Sequence Tagger. 594-602 2006 EMNLP https://aclanthology.org/W06-1670/ conf/emnlp/2006 db/conf/emnlp/emnlp2006.html#CiaramitaA06 Aldo Gangemi Carola Catenacci Massimiliano Ciaramita Jos Lehmann Modelling Ontology Evaluation and Validation. 140-154 2006 conf/esws/2006 ESWC https://doi.org/10.1007/11762256_13 https://www.wikidata.org/entity/Q57774224 db/conf/esws/eswc2006.html#GangemiCCL06 Aldo Gangemi Carola Catenacci Massimiliano Ciaramita Jos Lehmann Qood grid: A metaontology-based framework for ontology evaluation and selection. 2006 EON@WWW https://ceur-ws.org/Vol-179/eon2006gangemietal.pdf conf/www/2006eon db/conf/www/eon2006.html#GangemiCCL06 Massimiliano Ciaramita Aldo Gangemi Esther Ratsch Jasmin Saric Isabel Rojas Unsupervised Learning of Semantic Relations between Concepts of a Molecular Biology Ontology. 659-664 2005 conf/ijcai/2005 IJCAI http://ijcai.org/Proceedings/05/Papers/1423.pdf db/conf/ijcai/ijcai2005.html#CiaramitaGRSR05 Aldo Gangemi Carola Catenacci Massimiliano Ciaramita Jos Lehmann A theoretical framework for ontology evaluation and validation. 2005 conf/swap/2005 SWAP https://ceur-ws.org/Vol-166/9.pdf db/conf/swap/swap2005.html#GangemiCCL05 Massimiliano Ciaramita Mark Johnson 0001 Multi-component Word Sense Disambiguation. 2004 SENSEVAL@ACL https://aclanthology.org/W04-0824/ conf/semeval/2004 db/conf/semeval/semeval2004.html#CiaramitaJ04 Massimiliano Ciaramita Mark Johnson 0001 Supersense Tagging of Unknown Nouns in WordNet. 2003 EMNLP https://aclanthology.org/W03-1022/ conf/emnlp/2003 db/conf/emnlp/emnlp2003.html#CiaramitaJ03 Massimiliano Ciaramita Thomas Hofmann 0001 Mark Johnson 0001 Hierarchical Semantic Classification: Word Sense Disambiguation with World Knowledge. 817-822 2003 conf/ijcai/2003 IJCAI db/conf/ijcai/ijcai2003.html#CiaramitaHJ03 http://ijcai.org/Proceedings/03/Papers/118.pdf Massimiliano Ciaramita Mark Johnson 0001 Explaining away ambiguity: Learning verb selectional preference with Bayesian networks. 187-193 2000 conf/coling/2000 COLING https://aclanthology.org/C00-1028/ db/conf/coling/coling2000.html#CiaramitaJ00

Massimiliano Ciaramita Mark Johnson 0001 Explaining away ambiguity: Learning verb selectional preference with Bayesian networks https://arxiv.org/abs/cs/0008020 2000 CoRR cs.CL/0008020 db/journals/corr/corr0008.html#cs-CL-0008020

Leonard Adolphs Enrique Alfonseca Yasemin Altun Afra Amini Giuseppe Attardi Olivier Bachem Ricardo Baeza-Yates Marco Baroni Jordi Atserias BatallaJordi Atserias Fabio De Bona Benjamin Börschinger Jordan L. Boyd-Graber Andrei Z. Broder Gino Brunner Christian Buck Jannis Bulian Levke Caesar Carola Catenacci Atanas Chanev Sofia Palazzo Corner Marco Cornolti Andras Csomai Felice Dell'Orletta Thomas Diggelmann Lan Du 0002 Lasse Espeholt Paolo Ferragina Katja Filippova Erich Fischer Marcus Fontoura Evgeniy Gabrilovich Ben Gaiarin Wojciech Gajewski Aldo Gangemi Andrea Gesmundo Sertan Girgin Alfio Massimiliano Gliozzo Bennett A. Hagedorn Jan Hajic 0001 Keith B. Hall Zeke Hausfather Amac Herdagdelen Thomas Hofmann 0001 Maria Holmqvist Neil Houlsby Michelle Chen Huebscher Richard Johansson Mark Johnson 0001 Vanja Josifovski Daisuke Kawahara Yannic Kilcher Reto Knutti Anish Kumar Heidi Lam Jos Lehmann Markus Leippold Yang Liu Joseph Ludescher Katharine Mach Daniel Mahler Andrea Marino 0001 Lluís Màrquez Maria Antònia Martí Ricardo Martin-Brualla Niels Mede Donald Metzler Adam Meyers 0001 Rada Mihalcea Peter Mika Jens Müller Vanessa Murdock 0001 Joakim Nivre Rodrigo Nogueira 0001 Ximena Olivares Sebastian Padó Marius Pasca Damian Pascual John K. Pate Davide Picca Vassilis Plachouras Esther Ratsch Elisa Rawat Oliver Richter Stefan Riezler Enrique Robledo-Arnuncio Johan Rockström Henning Rode Joeri Rogelj Isabel Rojas Sascha Rothe Stefan Rüd Boris Sakschewski Jasmin Saric Ugo Scaiella Mike S. Schäfer Hinrich Schütze Pier Giuseppe Sessa Lierni SestorainLierni Sestorain Saralegu Kasra Rafiezadeh Shahi Maria Simi Aleksandar Stanic Mark Steedman Jan Stepánek Pavel Stranák Nadine Strauß Mihai Surdeanu Özge Kart Tokmak Francesco S. Varini Wei Wang 0236 Roger Wattenhofer Nianwen Xue Hugo Zaragoza Yi Zhang 0003 Zhendong Zhao Roelof van Zwol