Text Cleaning & Normalization

Remove noise, punctuation, etc.

Zero-Shot Classification (facebook/bart-large-mnli)

-For each label lᵢ in L:

- Compute entailment score P(lᵢ | C) = softmax(NLI(C, lᵢ))

- No supervised training needed

Probability Ranking for all Labels

Sort labels by entailment score

Scene Category Selection

-Select label with highest score

- Provides semantic grounding

Selected Scene Category