# Authorship Attribution in Less-Resourced Languages: A Hybrid Transformer Approach for Romanian
## 5 Discussion
### Analysis of Authors' Writing Styles
His writing style is distinguished by a balance between syntactic complexity, represented by the presence of commas and third-person pronouns, and narrative clarity, indicated by the use of third-person pronouns and the absence of repetitions. These features highlight both the structural and narrative aspects of his writing. [PERSON] exhibits a balanced use of commas and third-person pronouns per paragraph, suggesting moderate complexity in sentence structure and character interaction and reflecting a balance between syntactic complexity and narrative coherence. \begin{table}
\begin{tabular}{c c c c} \hline \hline \multirow{2}{*}{**Author**} & \multicolumn{2}{c}{**FT**} & \multicolumn{2}{c}{**PP**} \\ \cline{2-4}  & **Index** & **Polarity (+/\(-\)) \& Importance** & **Polarity (+/\(-\)) \& Importance** \\ \hline \multirow{3}{*}{B. Delavarance} & M(Connector\_link/Par) & \(-\)0.71 & Max(Connector\_coni/Sent) & \(-\)0.33 \\  & M(Repetitions/Par) & \(+\)0.67 & SD(Dep\_case/Sent) & \(-\)0.24 \\  & M(UnqPOS\_num/Par) & \(+\)0.64 & Max(POS\_adv/Sent) & \(+\)0.19 \\ \hline \multirow{3}{*}{[PERSON]} & M(Punct/Par) & \(+\)1.22 & SD(NmdEnt\_person/Sent) & \(-\)0.32 \\  & M(Commas/Par) & \(+\)0.74 & M(NmtEnt\_person/Sent) & \(-\)0.30 \\  & M(Pron\_third/Par) & \(+\)0.70 & Max(Repetitions/Sent) & \(-\)0.22 \\ \hline \multirow{3}{*}{[PERSON]} & M(UnqWd/Par) & \(+\)1.25 & M(Connector\_dis/Par) & \(-\)0.26 \\  & M(Repetitions/Par) & \(-\)0.84 & M(Connector\_dis/Dec) & \(-\)0.26 \\  & M(Connector\_link/Par) & \(-\)0.83 & Max(Connector\_dis/Par) & \(-\)0.27 \\ \hline \multirow{3}{*}{[PERSON]} & M(Dep\_nsubj/Par) & \(+\)0.93 & M(Dep\_nsubj/Par) & \(+\)0.32 \\  & M(Commas/Par) & \(-\)0.80 & M(Polysemy/Word) & \(+\)0.30 \\  & M(Pron\_third/Par) & \(+\)0.77 & M(Dep\_obj/Sent) & \(-\)0.28 \\ \hline \multirow{3}{*}{[PERSON]} & M(Prom\_third/Par) & \(-\)1.40 & M(UnqWd/Sent) & \(+\)0.23 \\  & M(Contomas/Par) & \(+\)0.86 & M(UnqPOS\_verb/Sent) & \(-\)0.22 \\  & M(Connector\_dis/Par) & \(-\)0.63 & Max(Dep\_adv/Sent) & \(+\)0.22 \\ \hline \multirow{3}{*}{[PERSON]} & M(Prom\_third/Par) & \(-\)1.71 & M(ParseDepth/Sent) & \(-\)0.22 \\  & M(Punct/Par) & \(-\)1.62 & Max(POS\_verb/Sent) & \(-\)0.22 \\  & SD(POS\_noun/Sent) & \(+\)1.05 & Max(Connector\_conj/Sent) & \(+\)0.21 \\ \hline \multirow{3}{*}{[PERSON]} & M(Connector\_dis/Par) & \(+\)1.01 & Max(Pron\_third/Sent) & \(-\)0.23 \\  & M(Dep\_cc/Par) & \(+\)0.95 & M(ParseDepth/Sent) & \(+\)0.21 \\  & M(Connector\_link/Par) & \(+\)0.87 & Max(Dep\_coni/Sent) & \(-\)0.20 \\ \hline \multirow{3}{*}{[PERSON]} & M(Connector\_link/Par) & \(-\)0.59 & Max(Repetitions/Sent) & \(-\)0.21 \\  & M(M/Wd/Par) & \(+\)0.48 & M(Chars/Word) & \(-\)0.17 \\  & M(UnqWd/Par) & \(-\)0.47 & M(Commas/Par) & \(-\)0.17 \\ \hline \multirow{3}{*}{[PERSON]} & M(Dep\_cc/Par) & \(+\)0.87 & Max(Repetitions/Sent) & \(+\)0.36 \\  & M(Dep\_coni/Par) & \(+\)0.81 & M(Connector\_temporal/Par) & \(-\)0.27 \\  & M(Dep\_det/Par) & \(+\)0.72 & M(Connector\_temporal/Doc) & \(-\)0.27 \\ \hline \multirow{3}{*}{[PERSON]} & M(Pron\_third/Par) & \(+\)1.63 & Max(Dep\_mark/Sent) & \(-\)0.25 \\  & M(Dep\_cc/Par) & \(-\)1.06 & M(NmdEnt\_person/Sent) & \(+\)0.24 \\  & M(Dep\_case/Par) & \(+\)0.90 & SD(Polysemy/Word) & \(+\)0.24 \\ \hline \multirow{3}{*}{[PERSON]} & \(+\)/ — positive/negative polarities: M—[PERSON]'s writing style is marked by a high level of variability in sentence structure, indicated by a high standard deviation of parts of speech per sentence. This may suggest a dynamic and varied narrative style. The focus on syntactic structure is evidenced by the presence of punctuation and parse depth. [PERSON] shows a preference for using a variety of connectors and links per paragraph, indicating a cohesive and logically structured narrative. His writing style is characterized by the presence of connector disjunctions and coherence markers, indicating a balance between structural complexity and narrative clarity and providing unique signatures of his style.