Transparent orthographies, such as Bulgarian and Italian, feature highly consistent grapheme-phoneme correspondences, enabling rapid acquisition of decoding skills. Despite belonging to different language families and using distinct scripts (i.e., Cyrillic vs. Latin), these languages provide an ideal framework to investigate whether orthographic transparency can outweigh script differences in shaping reading development. We conducted a cross-sectional study with primary school children from Grades 2 to 5 in Bulgaria and Italy. Reading performance was recorded using a novel finger-tracking technique, which allows the capture of temporal dynamics of reading in a portable, low-cost, and classroom-friendly format. Measures of reading time and text comprehension accuracy were compared across grades and languages. Developmental trajectories for both speed and comprehension accuracy showed remarkable similarity across Bulgarian and Italian, with both languages exhibiting steady improvement from grade 2 to grade 5. Our cross-linguistic results showed that reading development in primary school children follows both universal and language-specific trajectories. While broad developmental trajectories were similar, cross-linguistic differences emerged in the impact of morphological complexity, pointing to both universal and language-specific mechanisms. Our findings indicate that orthographic transparency may exert a stronger influence on early reading development than script type, even across languages from different families. The study also highlights the potential of finger-tracking for large-scale literacy research. Establishing comparable developmental benchmarks in transparent orthographies may inform cross-linguistic screening tools and early interventions.

Comparable reading development in Bulgarian and Italian: cross-linguistic insights from a finger-tracking study

Claudia Marzi
Primo
Writing – Original Draft Preparation
;
Marcello Ferro;Vito Pirrelli;
2026

Abstract

Transparent orthographies, such as Bulgarian and Italian, feature highly consistent grapheme-phoneme correspondences, enabling rapid acquisition of decoding skills. Despite belonging to different language families and using distinct scripts (i.e., Cyrillic vs. Latin), these languages provide an ideal framework to investigate whether orthographic transparency can outweigh script differences in shaping reading development. We conducted a cross-sectional study with primary school children from Grades 2 to 5 in Bulgaria and Italy. Reading performance was recorded using a novel finger-tracking technique, which allows the capture of temporal dynamics of reading in a portable, low-cost, and classroom-friendly format. Measures of reading time and text comprehension accuracy were compared across grades and languages. Developmental trajectories for both speed and comprehension accuracy showed remarkable similarity across Bulgarian and Italian, with both languages exhibiting steady improvement from grade 2 to grade 5. Our cross-linguistic results showed that reading development in primary school children follows both universal and language-specific trajectories. While broad developmental trajectories were similar, cross-linguistic differences emerged in the impact of morphological complexity, pointing to both universal and language-specific mechanisms. Our findings indicate that orthographic transparency may exert a stronger influence on early reading development than script type, even across languages from different families. The study also highlights the potential of finger-tracking for large-scale literacy research. Establishing comparable developmental benchmarks in transparent orthographies may inform cross-linguistic screening tools and early interventions.
Campo DC Valore Lingua
dc.authority.ancejournal LANGUAGES en
dc.authority.orgunit Istituto di linguistica computazionale "Antonio Zampolli" - ILC en
dc.authority.people Claudia Marzi en
dc.authority.people Marcello Ferro en
dc.authority.people Andrea Nadalini en
dc.authority.people Vito Pirrelli en
dc.authority.people Maria Todorova en
dc.authority.people Tsvetana Dimitrova en
dc.authority.people Valentina Stefanova en
dc.authority.people Hristina Kukova en
dc.authority.people Svetla Koeva en
dc.authority.project 2017W8HFRX en
dc.collection.id.s b3f88f24-048a-4e43-8ab1-6697b90e068e *
dc.collection.name 01.01 Articolo in rivista *
dc.contributor.appartenenza Istituto di linguistica computazionale "Antonio Zampolli" - ILC *
dc.contributor.appartenenza.mi 918 *
dc.contributor.area Non assegn *
dc.contributor.area Non assegn *
dc.contributor.area Non assegn *
dc.date.accessioned 2026/04/02 16:13:17 -
dc.date.available 2026/04/02 16:13:17 -
dc.date.firstsubmission 2026/04/02 16:11:25 *
dc.date.issued 2026 -
dc.date.submission 2026/04/02 16:11:25 *
dc.description.abstracteng Transparent orthographies, such as Bulgarian and Italian, feature highly consistent grapheme-phoneme correspondences, enabling rapid acquisition of decoding skills. Despite belonging to different language families and using distinct scripts (i.e., Cyrillic vs. Latin), these languages provide an ideal framework to investigate whether orthographic transparency can outweigh script differences in shaping reading development. We conducted a cross-sectional study with primary school children from Grades 2 to 5 in Bulgaria and Italy. Reading performance was recorded using a novel finger-tracking technique, which allows the capture of temporal dynamics of reading in a portable, low-cost, and classroom-friendly format. Measures of reading time and text comprehension accuracy were compared across grades and languages. Developmental trajectories for both speed and comprehension accuracy showed remarkable similarity across Bulgarian and Italian, with both languages exhibiting steady improvement from grade 2 to grade 5. Our cross-linguistic results showed that reading development in primary school children follows both universal and language-specific trajectories. While broad developmental trajectories were similar, cross-linguistic differences emerged in the impact of morphological complexity, pointing to both universal and language-specific mechanisms. Our findings indicate that orthographic transparency may exert a stronger influence on early reading development than script type, even across languages from different families. The study also highlights the potential of finger-tracking for large-scale literacy research. Establishing comparable developmental benchmarks in transparent orthographies may inform cross-linguistic screening tools and early interventions. -
dc.description.allpeople Marzi, Claudia; Ferro, Marcello; Nadalini, Andrea; Pirrelli, Vito; Todorova, Maria; Dimitrova, Tsvetana; Stefanova, Valentina; Kukova, Hristina; Koeva, Svetla -
dc.description.allpeopleoriginal Claudia Marzi, Marcello Ferro, Andrea Nadalini, Vito Pirrelli, Maria Todorova, Tsvetana Dimitrova, Valentina Stefanova, Hristina Kukova, Svetla Koeva en
dc.description.fulltext none en
dc.description.international si en
dc.description.numberofauthors 9 -
dc.identifier.doi 10.3390/languages11040070 en
dc.identifier.source manual *
dc.identifier.uri https://hdl.handle.net/20.500.14243/574721 -
dc.identifier.url https://www.mdpi.com/2226-471X/11/4/70 en
dc.language.iso eng en
dc.relation.firstpage 1 en
dc.relation.issue 4 en
dc.relation.lastpage 30 en
dc.relation.medium ELETTRONICO en
dc.relation.numberofpages 30 en
dc.relation.projectAcronym ReadLet en
dc.relation.projectAwardNumber 2017W8HFRX en
dc.relation.projectAwardTitle Reading to understand: an ICT-driven, large-scale investigation of early grade children’s reading strategies en
dc.relation.projectFunderName MUR en
dc.relation.projectFundingStream PRIN en
dc.relation.volume 11 en
dc.subject.keywordseng reading development -
dc.subject.keywordseng transparent orthographies -
dc.subject.keywordseng finger-tracking -
dc.subject.keywordseng cross-linguistic comparison -
dc.subject.keywordseng Bulgarian -
dc.subject.keywordseng Italian -
dc.subject.singlekeyword reading development *
dc.subject.singlekeyword transparent orthographies *
dc.subject.singlekeyword finger-tracking *
dc.subject.singlekeyword cross-linguistic comparison *
dc.subject.singlekeyword Bulgarian *
dc.subject.singlekeyword Italian *
dc.title Comparable reading development in Bulgarian and Italian: cross-linguistic insights from a finger-tracking study en
dc.type.circulation Internazionale en
dc.type.driver info:eu-repo/semantics/article -
dc.type.full 01 Contributo su Rivista::01.01 Articolo in rivista it
dc.type.impactfactor si en
dc.type.miur 262 -
dc.type.referee Esperti anonimi en
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