Marco Valentino

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André FreitasUniversity of Manchester | Idiap Research InstituteVerified email at manchester.ac.uk
Mokanarangan ThayaparanUniversity of ManchesterVerified email at manchester.ac.uk
Deborah FerreiraPhD student - Computer Science - The University of ManchesterVerified email at manchester.ac.uk
Julia RozanovaUniversity of ManchesterVerified email at manchester.ac.uk
Maël JullienThe University of ManchesterVerified email at postgrad.manchester.ac.uk
Jordan MeadowsDepartment of Computer Science, University of ManchesterVerified email at postgrad.manchester.ac.uk
Viktor SchlegelSenior Research Fellow, Imperial College LondonVerified email at imperial.ac.uk
Dmitry UstalovJetBrainsVerified email at jetbrains.com
Ian Pratt-HartmannSchool of Computer Science, University of ManchesterVerified email at cs.man.ac.uk
Danilo S. CarvalhoUniversity of ManchesterVerified email at manchester.ac.uk
Damien TeneyIdiap Research InstituteVerified email at idiap.ch
Claudia Di NapoliIstituto di Calcolo e Reti ad Alte Prestazioni - C.N.R.Verified email at cnr.it
Goran NenadicDepartment of Computer Science, University of ManchesterVerified email at manchester.ac.uk
Riza Batista-NavarroSenior Lecturer in Text Mining, Department of Computer Science, University of ManchesterVerified email at manchester.ac.uk
Louise DennisDepartment of Computer Science, University of ManchesterVerified email at manchester.ac.uk
Xin QuanUniversity of ManchesterVerified email at postgrad.manchester.ac.uk
Yingji ZhangUniversity of ManchesterVerified email at postgrad.manchester.ac.uk
Maria Di MaroPhD Student, Università degli Studi di Napoli 'Federico II'Verified email at unina.it
Antonio OrigliaUniversity of Naples "Federico II"Verified email at unina.it
Luca SabatucciICAR - CNRVerified email at icar.cnr.it

Marco Valentino

Idiap Research Institute

Verified email at idiap.ch - Homepage

Natural Language Processing Neuro-Symbolic AI Explanation


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
A survey on explainability in machine reading comprehension M Thayaparan, M Valentino, A Freitas arXiv preprint arXiv:2010.00389, 2020	49	2020
SemEval-2024 task 2: Safe biomedical natural language inference for clinical trials M Jullien, M Valentino, A Freitas SemEval 2024 (NAACL 2024), 2024	48	2024
SemEval-2023 Task 7: Multi-Evidence Natural Language Inference for Clinical Trial Data M Jullien, M Valentino, H Frost, P O'Regan, D Landers, A Freitas SemEval 2023 - Best Task Paper Honorable Mention (ACL 2023), 2023	42	2023
Unification-based Reconstruction of Multi-Hop Explanations for Science Questions M Valentino, M Thayaparan, A Freitas EACL 2021, 2021	35*	2021
A framework for evaluation of machine reading comprehension gold standards V Schlegel, M Valentino, A Freitas, G Nenadic, R Batista-Navarro LREC 2020, 2020	34	2020
Explainable inference over grounding-abstract chains for science questions M Thayaparan, M Valentino, A Freitas ACL 2021 (Findings), 2021	30*	2021
NLI4CT: Multi-Evidence Natural Language Inference for Clinical Trial Reports M Jullien, M Valentino, H Frost, P O'Regan, D Landers, A Freitas EMNLP 2023, 2023	24	2023
Hybrid Autoregressive Inference for Scalable Multi-Hop Explanation Regeneration M Valentino, M Thayaparan, DM Ferreira, A Freitas AAAI 2022 (Oral), 2022	24	2022
Case-Based Abductive Natural Language Inference M Valentino, M Thayaparan, A Freitas COLING 2022, 2022	23*	2022
Identifying supporting facts for multi-hop question answering with document graph networks M Thayaparan, M Valentino, V Schlegel, A Freitas TextGraphs-13 (EMNLP 2019), 2019	23	2019
To be or not to be an Integer? Encoding Variables for Mathematical Text D Ferreira, M Thayaparan, M Valentino, J Rozanova, A Freitas ACL 2022 (Findings), 2022	17	2022
Diff-Explainer: Differentiable Convex Optimization for Explainable Multi-Hop Inference M Thayaparan, M Valentino, D Ferreira, J Rozanova, A Freitas TACL 2022 (Presented at EMNLP 2022), 2022	13*	2022
Do transformers encode a foundational ontology? Probing abstract classes in natural language M Jullien, M Valentino, A Freitas arXiv preprint arXiv:2201.10262, 2022	13	2022
Does My Representation Capture X? Probe-Ably D Ferreira, J Rozanova, M Thayaparan, M Valentino, A Freitas ACL 2021 (Demo Track), 2021	13	2021
Adaptive workflows of home-care services C Di Napoli, M Valentino, L Sabatucci, M Cossentino WETICE 2018, 2018	13	2018
A Symbolic Framework for Evaluating Mathematical Reasoning and Generalisation with Transformers J Meadows, M Valentino, D Teney, A Freitas NAACL 2024, 2024	12*	2024
Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards M Valentino, I Pratt-Hartmann, A Freitas IWCS 2021, 2021	12	2021
Textgraphs 2022 shared task on natural language premise selection M Valentino, D Ferreira, M Thayaparan, A Freitas, D Ustalov TextGraphs-16 (COLING 2022), 2022	11	2022
Textgraphs 2021 shared task on multi-hop inference for explanation regeneration M Thayaparan, M Valentino, P Jansen, D Ustalov TextGraphs-15 (NAACL 2021), 2021	11	2021
Generating mathematical derivations with large language models J Meadows, M Valentino, A Freitas arXiv preprint arXiv:2307.09998, 2023	10	2023

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