---
tags:
  - sentiment
  - multilingual
  - swift
  - deterministic
  - chinese
license: apache-2.0
language: zh
---

# SentimentKit deterministic model
---
tags:
  - sentiment
  - multilingual
  - swift
  - deterministic
  - chinese
license: apache-2.0
language: zh
---

**Languages supported by the deterministic pipeline:**
- Español (es)
- English (en)
- Português (pt)
- Deutsch (de)
- Français (fr)
- 中文简体 (zh)

This Hugging Face model repo mirrors the deterministic coverage of SentimentKit. It contains the quantized DistilBERT artifacts and metadata for the optional Stage 4 scorer.

## Source code and documentation
- Repository: https://github.com/frr149/SentimentKit
- PRD + ADR cover the normalization, multilingual fixtures, and deterministic tests that govern this model.

## Usage
Instructions for downloading and validating the `.mlpackage` are stored in `Tools/CoreMLConversion` inside the GitHub repo. Use the provided script to verify the download checksum and load it via `SentimentConfig(coreMLModelURL:)`.