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title: ConceptVector
emoji: 🧠
colorFrom: blue
colorTo: indigo
sdk: docker
app_port: 7860
pinned: false
license: mit
---
# ConceptVector - Conceptual Understanding Analytics
This Space hosts the FastAPI backend for ConceptVector, an advanced AI system that evaluates conceptual understanding through multi-dimensional explanation analysis.
## Features
- Multi-signal understanding inference
- Logical consistency checking (NLI models)
- Concept dependency coverage analysis
- Explanation stability testing
- Assumption completeness detection
## API Endpoints
- `POST /analyze` - Analyze user explanation
- `GET /concepts` - Get sample concepts
- `GET /health` - Health check
- `GET /docs` - Interactive API documentation
## Environment Variables
Required:
- `HUGGINGFACE_API_KEY` - Your Hugging Face API token for LLM access
Set this in Space Settings → Repository secrets
## Tech Stack
- FastAPI
- PyTorch + Transformers
- Sentence Transformers
- Microsoft DeBERTa (NLI)
- Mistral-7B-Instruct (LLM)
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