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metadata 
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)