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Qwen3-4B-outreach-stage0
RAS1981/Qwen3-4B-outreach-stage0
Qwen3-4B-outreach-stage0 is a text generation model from RAS1981. Use it when you need the model to write or continue text. It is set up for transformers.
Purpose: build Russian real-estate domain embeddings before SFT.
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At a glance
- Task
- Text Generation
- Library
- transformers
- Model type
- qwen3
- Access
- Public
- Created
- Nov 26, 2025
- Updated
- Nov 27, 2025
- SHA
- 3aa28036
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Model card
From the Hugging Face model README
Stage 0 — CPT (Domain Pretrain)
Purpose: build Russian real-estate domain embeddings before SFT.
Data: “All raw Russian text we have” (property listings, chats, docs).
Language/Domain: Russian, real-estate operations.
Context: long-context ready (multi-turn dialogs, long docs).
Output style: neutral, factual, tool-agnostic.
Intended use: foundation for downstream stages.
Known limits: not instruction-aligned; may produce generic answers.
Safety: filtered for PII where possible; still requires downstream guardrails.
- Task
- Text Generation
- Library
- transformers
- Type
- qwen3
- Created
- Nov 26, 2025
- Updated
- Nov 27, 2025