Peer-reviewed journals:

Abbondanza, M., Rinaldi, L., Foppolo, F., & Marelli, M. (in press). The mental representation of non-numerical quantifiers: The Spatial-Linguistic Association of Response Codes (SLARC) effect. Journal of Experimental Psychology: Learning, Memory, and Cognition

Lakretz, Y., Hupkes, D., Vergallito, A., Marelli, M., Baroni, M., & Dehaene, S. (in press). Mechanisms for Handling Nested Dependencies in Neural-Network Language Models and Humans. Cognition.

Gatti, D., Rinaldi, L., Marelli, M., Mazzoni, G., & Vecchi, T. (in press). Decomposing the semantic processes underpinning veridical and false memories. Journal of Experimental Psychology: General.

Cassani, G., Bianchi, F., & Marelli, M. (in press). Words with consistent diachronic usage patterns are learned earlier. A computational analysis using temporally aligned word embeddings. Cognitive Science.

Petilli, M. A., Günther, F., Vergallito, A., Ciapparelli, M., & Marelli, M. (in press). Data-driven computational models reveal perceptual simulation in word processing. Journal of Memory and Language.

Guenther, F., Petilli, M.A., Vergallito, A., and Marelli M. (in press). Images of the unseen: Extrapolating visual representations for abstract and concrete words in a data-driven computational model. Psychological Research.

Rinaldi, L., and Marelli, M. (in press). Maps and space are entangled with language experience. Trends in Cognitive Sciences.

Ulicheva, A., Marelli, M., and Rastle, K. (in press). Sensitivity to meaningful regularities acquired through experience. Morphology.

Amenta, S., Guenther, F., and Marelli, M. (in press). A (distributional) semantic perspective on the processing of morphologically complex words. The Mental Lexicon.

Amenta, S., Crepaldi, D., and Marelli, M. (in press). Consistency measures individuate dissociating semantic modulations in priming paradigms: A new look on semantics in the processing of (complex) words. Quarterly Journal of Experimental psychology.

Günther, F., Petilli, M. A., and Marelli, M. (in press). Semantic transparency is not invisibility: A computational model of perceptually-grounded conceptual combination in word processing. Journal of Memory and Language.

Vergallito, A., Petilli, M., and Marelli, M. (in press). Perceptual modality norms for 1121 Italian words: a comparison with concreteness and imageability scores and an analysis of their impact in word processing tasks. Behavior Research Methods.

Guenther, F., and Marelli, M. (in press). Trying to make it work: Compositional effects in the processing of compound "nonwords". Quarterly Journal of Experimental Psychology.

Rinaldi, L., and Marelli, M. (in press). The use of number words in natural language obeys Weber’s law. Journal of Experimental Psychology: General.

Guenther, F, Marelli, M., and Boelte, J. (in press). Semantic transparency effects in German compounds: A large dataset and multiple-task investigation. Behavior Research Methods.

Brysbaert, M., Bakk, Z., Buchanan, E.M., Drieghe, D., Frey, A., Kim, E., Kuperman, V., Madan, C.R., Marelli, M., Mathôt, S. and Valdivia, D.S. (2020). Into a new decade. Behavior Research Methods.

Guenther, F., Rinaldi, L., and Marelli, M. (2019). Vector-space models of semantic representation from a cognitive perspective: A discussion of common misconceptions. Perspectives on Psychological Science, 14(6), 1006-1033.

Guenther, F., and Marelli, M. (2019). Enter sand-man: Compound processing and semantic transparency in a compositional perspective. Journal of Experimental Psychology: Learning, Memory and Cognition, 

45(10), 1872–1882.

Guenther, F., Smolka, E., and Marelli, M. (2019). "Understanding" differs between English and German: Capturing Systematic Language Differences of Complex Words. Cortex, 116, 168-175.

Wulff, D., De Deyne, S., Jones, M., Mata, R., Austerwell, J.L., Baayen, R.H., Balota, D.A., Baronchelli, A., Brysbaert, M., Cai, Q., Dennis, S., Hills, T.T., Kenett, Y.N., Keuleers, E., Marelli, M., Pakhomov, S.V., Ramscar, M., Schooler, L.J., Shing, Y.L., da Souza, A.S., Siew, C.S., Storms, G., and Verissimo, J. (2019). New perspectives on the aging lexicon. Trends in Cognitive Sciences, 23(8), 686-698.

Vergallito, A., Petilli, M., Cattaneo, L., and Marelli, M. (2019). Somatic and visceral effects of word valence, arousal and concreteness in a continuum lexical space. Scientific Reports, 9(1), 1-10.

Sartori, R.D.G., Marelli, M., D'Angelo, M.G., and Delle Fave, A. (2019). Autonomy level and quality of everyday experience of people with Hereditary Spastic Paraplegia. Health and Social care, 27(5), e850-e860.

Crepaldi, D., Marelli, M., and Amenta, S. (2019). For a probabilistic and multidisciplinary approach to the investigation of morphological processing. Cortex, 116, 1-3.

Marelli, M., and Amenta, S. (2018). A database of Orthography-Semantics Consistency (OSC) estimates for 15,017 English words. Behavior Research Methods,

50(4), 1482-1495.

Traficante D., Marelli, M., and Luzzatti, C. (2018). Effects of reading proficiency and of base and whole-word frequency on reading noun- and verb-derived words: an eye-tracking study in Italian primary school children. Frontiers in Psychology.

Hasson, U., Egidi, G., Marelli, M., and Willems, R.M. (2018). Grounding the neurobiology of language in first principles: The necessity of non-language-centric explanations for language comprehension. Cognition, 180, 135-157.

Silvanto, J., Bona, S., Marelli, M., and Cattaneo, Z. (2018). On the mechanisms of Transcranial Magnetic Stimulation (TMS): How brain state and baseline performance level determine behavioral effects of TMS. Frontiers in psychology, 9.

Marelli, M. (2017). Word-Embeddings Italian Semantic Spaces. A semantic model for psycholinguistic research. Psihologija, 50(4), 503-520.

Foppolo, F., and Marelli, M. (2017). No delay for some inferences. Journal of Semantics, 34(4), 659–681.

Marelli, M., Gagné, C., and Spalding, T. (2017). Compounding as Abstract Operation in Semantic Space: Investigating relational effects through a large-scale, data-driven computational model. Cognition, 166, 207-224.

Herdağdelen, A., and Marelli, M. (2017). Social media and language processing: how Facebook and Twitter provide the best frequency estimates for studying word recognition. Cognitive Science, 41(4), 976–995.

Amenta S., Marelli, M., and Sulpizio, S. (2017). From sound to meaning: Phonology-to-Semantics mapping in visual word recognition. Psychonomic Bulletin and Review, 24(3), 887-893.

Lazaridou, A., Marelli, M., and Baroni, M. (2017).  Multimodal word meaning induction from minimal exposure to natural text. Cognitive Science, 41(4), 677–705.

Greco, C., Haegeman, L., and Marelli, M. (2017). External syntax and the cumulative effect in subject sub-extraction: an experimental evaluation. The Linguistic Review, 34(3), 479-531.

Vecchi, E.M., Marelli, M., Zamparelli, R., & Baroni, M. (2017). Spicy adjectives and nominal donkeys: Capturing semantic deviance using compositionality in distributional spaces. Cognitive Science, 41(1), 102-136.

Guenther, F., and Marelli, M. (2016). Understanding Karma Police: The Perceived Plausibility of Noun Compounds as Predicted by Distributional Models of Semantic Representation. PloS one, 11(10).

Bentivogli, L., Bernardi, R., Marelli, M., Menini, S., Baroni, M., and Zamparelli, R. (2016). SICK Through the SemEval Glasses: Lesson learned from the evaluation of compositional distributional semantic models on full sentences through semantic relatedness and textual entailment. Language Resources and Evaluation, 50(1), 95-124.

Marelli, M., & Baroni, M. (2015). Affixation in semantic space: Modeling morpheme meanings with compositional distributional semantics. Psychological Review, 122(3), 485-515.

Amenta, S., Marelli, M., & Crepaldi, D. (2015). The fruitless effort of growing a fruitless tree: Early morpho-orthographic and morpho-semantic effects in sentence reading. Journal of Experimental Psychology: Learning, Memory, and Cognition, 41(5), 1587-1596.

Marelli, M., Amenta, S., & Crepaldi, D. (2015). Semantic transparency in free stems: the effect of Orthography-Semantics Consistency in word recognition. Quarterly Journal of Experimental Psychology, 68(8), 1571-1583.

Foppolo, F., Marelli, M., Meroni, L., & Gualmini, A. (2015). Hey little sister, who's the only one? Modulating informativeness in the resolution of privative ambiguity. Cognitive Science, 39(7), 1646-1674.

Danelli, L., Marelli, M., Berlingeri, M., Tettamanti, M., Sberna, M., Paulesu, E., & Luzzatti, C. (2015). Framing effects reveal discrete lexical-semantic and sublexical procedures in reading: an fMRI study. Frontiers in Psychology, 6, 1328.

Marelli, M., Dinu, G., Zamparelli, R., & Baroni, M. (2015). Picking buttercups and eating butter cups: spelling alternations, semantic relatedness and their consequences for compound processing. Applied Psycholinguistics, 36(6), 1421-1439.

Marelli, M., Zonca, G., Contardi, A., & Luzzatti, C. (2014). The representation of compound headedness in the mental lexicon: a picture naming study in aphasia. Cognitive Neuropsychology, 31(1-2), 26-39.

Paperno, D., Marelli, M., Tentori, K., & Baroni, M. (2014). Corpus-based estimates of word association predict biases in judgment of word co-occurrence likelihood. Cognitive Psychology, 74, 66-83.

Rusconi, P.P., Marelli, M., D'Addario, M., Russo, S., & Cherubini, P. (2014). Evidence Evaluation: Measure Z Corresponds to Human Utility JudgmentsBetter than Measure L and Optimal-Experimental-Design Models. Journal of Experimental Psychology: Learning, Memory, and Cognition, 40(3), 703-723.

Arcara, G., Marelli, M., Buodo, G., & Mondini, S. (2014). Compoundheadedness in the mental lexicon: an ERP study. Cognitive Neuropsychology, 31(1-2), 164-183.

Traficante, D., Marelli, M., Burani, C., & Luzzatti, C. (2014). Influence of verb and noun bases on reading aloud derived nouns: evidence from children with good and poor reading skills. Reading and writing, 27(7), 1303-1326.

Foppolo, F., Meroni, L., Marelli, M., & Gualmini, A. (2014). The only one strategy in context. Lingua, 145, 266-275.

Sartori, R.D.G., Marelli, M., Garavaglia, P., Castelli, L., Busin, S., & Delle Fave, A. (2014). The assessment of patients' daily quality of experience: autonomy level and perceived challenges. Rehabilitation Psychology, 59(3), 267.

Marelli, M., Amenta, S., Morone, E.A., & Crepaldi, D. (2013). Meaning is in the beholder's eye: morpho-semantic effects in masked priming. Psychonomic Bulletin & Review, 20(3), 534-541.

Marelli, M., Aggujaro, S., Molteni, F., & Luzzatti, C. (2013). Understanding the mental lexicon through neglect dyslexia: a study on compound noun reading. Neurocase, 19(2), 128-144.

Rusconi, P.P., Marelli, M., Russo, S., D'Addario, M., & Cherubini, P. (2013). Integration of base rates and new information in an abstract hypothesis-testing task. British Journal of Psychology, 104(2), 193-211.

Marelli, M., & Luzzatti, C. (2012). Frequency effects in the processing of Italian nominal compounds: modulation of headedness and semantic transparency. Journal of Memory and Language, 66(4), 644-664.

Marelli, M., Aggujaro, S., Molteni, F., & Luzzatti, C. (2012). The multiple-lemma representation of Italian compound nouns: a single case study on deep dyslexia. Neuropsychologia, 50(5), 852-861.

Baayen, R.H., Milin, P., Filipovic Durdevic, D., Hendrix, P., & Marelli, M. (2011). An amorphous model for morphological processing in visual comprehension based on naive discriminative learning. Psychological Review, 118(3), 438-481.

Marelli, M., Crepaldi, D., & Luzzatti, C. (2009). Head position and the mental representation of Italian nominal compounds: A constituent priming study in Italian. The Mental Lexicon, 4, 430-455.

Peer-reviewed conference proceedings:

Nadalini, A., Marelli, M., Bottini, R., and Crepaldi, D. (2018). Local associations and semantic ties in overt and masked semantic priming. Proceedings of the Fifth Italian Conference on Computational Linguistics

Guenther, F., and Marelli M. (2018). The language-invariant aspect of compounding: Predicting compound meanings across languages. Proceedings of the Fifth Italian Conference on Computational Linguistics.

Pezzelle, S., Marelli, M., and Bernardi, R. (2017). Be Precise or Fuzzy: Learning the Meaning of Cardinals and Quantifiers from Vision. Proceedings of the European Chapter of the Association for Computational Linguistics.

Marelli, M., Bentivogli, L., Baroni, M., Bernardi, R., Menini, S., & Zamparelli, R. (2014). Semeval-2014 Task 1: Evaluation of compositional distributional semantic models on full sentences through semantic relatedness and textual entailment. Proceedings of SemEval 2014: International Workshop on Semantic Evaluation.

Marelli, M., Menini, S., Baroni, M., Bentivogli, L., Bernardi, R., and Zamparelli, R. (2014). A SICK cure for the evaluation of compositional distributional semantic models. Proceedings of LREC 2014, 216-223, Reykjavik (Iceland): ELRA.

Lazaridou, A., Marelli, M., Zamparelli, R., & Baroni, M. (2013). Compositional-ly derived representations of morphologically complex words in distributional semantics. Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics, 1517-1526, East Stroudsburg PA: ACL.

Bernardi, R., Dinu, G., Marelli, M., & Baroni, M. (2013). A relatedness benchmark to test the role of determiners in compositional distributional semantics. Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics, 53-57, East Stroudsburg PA: ACL.

Amenta, S., Marelli, M., Crepaldi, D., & Morone, E.A. (2012). Is morpho-orthographic segmentation obligatory? Evidence from a new eye-tracking masked-priming paradigm. Procedia - Social and Behavioral Sciences, 61, 289-290.

Marelli, M., Barbieri, E., Zonca, G., & Luzzatti, C. (2012). Grammatical class, inflectional entropy and imageability effects in picture naming: a multiple single-case study on Italian aphasic patients. Procedia - Social and Behavioral Sciences, 61, 214-215.

Marelli, M., Traficante, D., Aggujaro, S., Molteni, F., & Luzzatti, C. (2011). Grammatical and semantic effects in reading derived nouns: a study on deep dyslexia. Procedia - Social and Behavioral Sciences, 23, 69-70.

Barbieri, E., Marelli, M., Zonca, G., Saletta, P., Friedmann, N., & Luzzatti, C. (2011). Three sides of a same coin? An investigation of phonological dyslexia in a group of italian aphasic patients. Procedia - Social and Behavioral Sciences, 23, 82-83.

Marelli, M., Aggujaro, S., Molteni, F., Zonca, G., & Luzzatti, C. (2010). Headedness and whole-word effects in compound processing: Evidence from neuropsychological studies. Procedia - Social and Behavioral Sciences, 6, 18-19.

Book chapters:

Marelli, M., Traficante, D., and Burani, C. (2020). Reading Morphologically Complex 

Words: Experimental Evidence and Learning Models. In Pirrelli, V., Plag, I.,

and Dressler, W. U. (eds.) Word Knowledge and Word Usage: a Cross-disciplinary 

Guide to the Mental Lexicon. Berlin: De Gruyter.

Keuleers, E., and Marelli, M. (2020). Resources for mental lexicon research: A delicate ecosystem. In Pirrelli, V., Plag, I., and Dressler, W. U. (eds.) Word Knowledge and Word Usage: a Cross-disciplinary Guide to the Mental Lexicon. Berlin: De Gruyter.

Pezzelle, S., and Marelli, M. (2020). Do semantic features capture a syntactic classification of compounds? Insights from compositional distributional semantics. In The role of constituents in multiword expressions. Berlin: Language Science Press.

Barattieri di San Pietro, C., Marelli, M., de Girolamo, G., Bulgari, V., Ferrari, C., Macis, A., et al. (2020). Syntax-semantic interface phenomena in people with schizophrenia: preliminary results of an eye-tracking study. In F. Dovetto (a cura di), Lingua e patologia - I sistemi instabili (pp. 421-432). Aracne editore.

Marelli, M. (2019). Quantitative Methods in Morphology: Corpora and Other ‘Big Data’ Approaches. In Oxford Research Encyclopedia of Linguistics. Oxford University Press.