=Paper=
{{Paper
|id=Vol-4273/HOPE-EXP2026_paper4
|storemode=property
|title=A Hybrid Pipeline for HOPE-EXP 2026: Mixing Lexical, Transformer, and Rule-Based Components for Outcome-Oriented Hope Analysis
|pdfUrl=https://ceur-ws.org/Vol-4273/HOPE-EXP2026_paper4.pdf
|volume=Vol-4273
|authors=Zahra Mahdikhani,Fazlourrahman Balouchzahi
}}
==A Hybrid Pipeline for HOPE-EXP 2026: Mixing Lexical, Transformer, and Rule-Based Components for Outcome-Oriented Hope Analysis==
<pdf width="1500px">https://ceur-ws.org/Vol-4273/HOPE-EXP2026_paper4.pdf</pdf>
<pre>
None
</pre>