---
model-index:
- name: GenAI G11n Assessment
  results:
  - task:
      type: text-classification
      name: G11n Evaluation
    dataset:
      name: G11nGenAIAssessmentModel
      type: custom
    metrics:
      - name: pass@1
        type: pass@1
        value: 0.82
        verified: false
---

# GenAI G11n Model Assessment

## Overview
This repository contains the manual evaluation framework for assessing multilingual and culturally adaptive capabilities in GenAI models. The current implementation focuses on evaluating AI systems using success criteria across instruction-following, translation fidelity, linguistic accuracy, and multimodal consistency.

## 📅 Release Roadmap
![Release Plan](https://cdn-uploads.huggingface.co/production/uploads/67d1ddecbe7ad100eabf7e9b/aLiK47P_CkPdQWrJYg_xe.jpeg)

## Evaluation Scope
The model is evaluated across the following main categories:
- Language & Grammar
- Cultural Adaptation
- Instruction & Response Coherence
- Multimodal Consistency

Each category includes granular subcategories. See the latest version of `Model Template.xlsx` for a detailed breakdown.

## Documents

| File | Description |
|------|-------------|
| `Model Template` | Lists all evaluation criteria and subcategories |
| `Locale` | Includes all the related documentation to that specific locale |
| [Prompts Datasets](https://huggingface.co/datasets/DilatoMX/G11n_GenAI_Prompt_Datasets) | Lists all localized prompts to be used during assessment |
| `Evaluation Results` | Includes the results per model applied to each of the evaluated GenAIs |

## Models Evaluated
V1.0.2
- **ChatGPT** – GPT-4o  
- **Gemini** – 2.0 Flash  
- **Copilot** – GPT-4o  
- **DeepSeek** – V3

V1.2
- **ChatGPT** – GPT-5.4
- **Gemini** – 3.0 Flash
- **Copilot** – GPT-5.5
- **DeepSeek** – V3

## Evaluation Process
Each prompt is evaluated by at least 3 reviewers. Final agreement is consolidated across reviewers using a shared sheet. See structure in test results CSV and steps in eval instructive.

## Licensing
This evaluation framework is released under the MIT License. You are free to use, adapt, and extend it with attribution.

## Maintainers
- Andres Castillo – G11n QA  
- Edgar Castillo – G11n QA  
- Leslie Valles - G11n QA & Linguistic Advisor
- Patricia Oceguera – Linguistic Advisor  
- Marcela Salgado – Review Support