=Paper=
{{Paper
|id=Vol-4283/paper399
|storemode=property
|title=Team Bit-by-Bit at PAN 2026: Multi-Criterion Guardian Ensemble and Step Expert for Reasoning Trajectory Safety
|pdfUrl=https://ceur-ws.org/Vol-4283/paper399.pdf
|volume=Vol-4283
|authors=Ioana Branescu,Lavinia-Stefana Dragne,Traian-Ionut Becheru,Mihai Dascalu
}}
==Team Bit-by-Bit at PAN 2026: Multi-Criterion Guardian Ensemble and Step Expert for Reasoning Trajectory Safety==
<pdf width="1500px">https://ceur-ws.org/Vol-4283/paper399.pdf</pdf>
<pre>
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</pre>