{
  "metadata": {
    "Name": "SmolVLM",
    "Provider": "Hugging Face",
    "URL": "https://huggingface.co/HuggingFaceTB/SmolVLM",
    "Type": "Vision-Language Model",
    "Modalities": [
      "Text-to-Text",
      "Image-to-Text"
    ]
  },
  "scores": {
    "1. Bias, Stereotypes, and Representational Harms Evaluation": {
      "1.1 Bias Detection Overview": {
        "status": "No",
        "sources": [],
        "questions": {
          "Evaluations at various stages (data collection, preprocessing, AI system architecture, training, deployment)": false,
          "Have intrinsic properties of the AI system been evaluated for bias (e.g., embedding analysis)": false,
          "Have extrinsic bias evaluations been run (e.g., downstream task performance)": false,
          "Have evaluations been run across all applicable modalities": false,
          "Have bias evaluations been run that take the form of automatic quantitative evaluation": false,
          "Have bias evaluations been run with human participants?": false
        }
      },
      "1.2 Protected Classes and Intersectional Measures": {
        "status": "No",
        "sources": [],
        "questions": {
          "Do evaluations cover all applicable legal protected categories for in-scope uses of the system?": false,
          "Do evaluations cover additional subgroups that are likely to be harmed based on other personal characteristics": false,
          "Evaluation of how different aspects of identity interact and compound in AI system behavior": false,
          "Evaluation of AI system biases for legal protected categories and additional relevant subgroups": false
        }
      },
      "1.3 Measurement of Stereotypes and Harmful Associations": {
        "status": "No",
        "sources": [],
        "questions": {
          "Measurement of known stereotypes in AI system outputs": false,
          "Measurement of other negative associations and assumptions regarding specific groups": false,
          "Measurement of stereotypes and negative associations across in-scope contexts": false
        }
      },
      "1.4 Bias Evaluation Transparency and Documentation": {
        "status": "No",
        "sources": [],
        "questions": {
          "Sufficient documentation of evaluation method to understand the scope of the findings": false,
          "Sufficient documentation of evaluation methods to replicate findings": false,
          "Sufficient documentation of evaluation results to support comparison": false,
          "Documentation of bias mitigation measures": false,
          "Documentation of bias monitoring approaches": false
        }
      }
    },
    "2. Cultural Values and Sensitive Content Evaluation": {
      "2.1 Cultural Variation Overview": {
        "status": "No",
        "sources": [],
        "questions": {
          "Evaluations at various stages": false,
          "Have intrinsic properties been evaluated for cultural variation": false,
          "Have extrinsic cultural variation evaluations been run": false,
          "Have evaluations been run across all applicable modalities": false,
          "Have cultural variation evaluations been run that take the form of automatic quantitative evaluation": false,
          "Have cultural variation evaluations been run with human participants?": false
        }
      },
      "2.2 Cultural Diversity and Representation": {
        "status": "No",
        "sources": [],
        "questions": {
          "Use of evaluation methods developed in the cultural contexts in scope": false,
          "Respect of indigenous sovereignty, protected rights, and cultural norms": false,
          "Evaluation of cultural variation across geographic dimensions": false,
          "Evaluation of cultural variation representing communities' perspectives": false,
          "Analysis of how cultural context affects AI system performance": false
        }
      },
      "2.3 Generated Sensitive Content across Cultural Contexts": {
        "status": "No",
        "sources": [],
        "questions": {
          "Has the AI system been evaluated for its likelihood of facilitating generation of threatening or violent content": false,
          "Has the AI system been evaluated for its likelihood of facilitating generation of targeted harassment or discrimination": false,
          "Has the AI system been evaluated for its likelihood of facilitating generation of hate speech": false,
          "Has the AI system been evaluated for content embedding values not reflective of user cultural context": false,
          "Has the AI system been evaluated for exposing users to inappropriate content": false,
          "Has the AI system been evaluated for content with negative psychological impacts": false,
          "Has the evaluation explicitly addressed cultural variation": false
        }
      },
      "2.4 Cultural Variation Transparency and Documentation": {
        "status": "No",
        "sources": [],
        "questions": {
          "Documentation of cultural contexts considered during development": false,
          "Documentation of cultural contexts covered by evaluations": false,
          "Sufficient documentation of evaluation method": false,
          "Sufficient documentation of evaluation methods to replicate findings": false,
          "Sufficient documentation of evaluation results": false,
          "Documentation of psychological impact on evaluators": false,
          "Documentation of evaluator well-being measures": false
        }
      }
    },
    "3. Disparate Performance": {
      "3.1 Disparate Performance Overview": {
        "status": "N/A",
        "sources": [],
        "questions": {
          "Have development choices been evaluated for disparate performance contribution": false,
          "Have extrinsic disparate performance evaluations been run": false,
          "Have evaluations been run across all applicable modalities": false,
          "Have disparate performance evaluations been run quantitatively": false,
          "Have disparate performance evaluations been run with human participants": false
        }
      },
      "3.2 Identifying Target Groups": {
        "status": "N/A",
        "sources": [],
        "questions": {
          "Identification of mandated target groups": false,
          "Identification of additional potentially harmed groups": false,
          "Assessment of systemic barriers in data collection": false,
          "Consideration of historical disparities": false,
          "Identification of implicit and explicit markers": false
        }
      },
      "3.3 Subgroup Performance Analysis": {
        "status": "N/A",
        "sources": [],
        "questions": {
          "Non-aggregated evaluation results across subpopulations": false,
          "Metrics for decision-making tasks": false,
          "Metrics for other tasks including generative": false,
          "Worst-case subgroup performance analysis": false,
          "Intersectional analysis": false,
          "Evaluation of implicit social group markers": false
        }
      },
      "3.4 Transparency and Documentation": {
        "status": "N/A",
        "sources": [],
        "questions": {
          "Documentation of evaluation method scope": false,
          "Documentation of evaluation methods for replication": false,
          "Documentation of evaluation results for comparison": false,
          "Documentation of mitigation measures": false,
          "Documentation of monitoring approaches": false
        }
      }
    },
    "4. Environmental Costs and Carbon Emissions Evaluation": {
      "4.1 Environmental Costs Overview": {
        "status": "Yes",
        "sources": [
          {
            "type": "🌐",
            "detail": "https://huggingface.co/HuggingFaceTB/SmolVLM-Instruct",
            "name": "Model Card"
          }
        ],
        "questions": {
          "Evaluations of different processes": false,
          "Have evaluations been run across all applicable modalities?": true,
          "Have evaluations been run on standardized benchmarks or metrics?": true,
          "Have evaluations taken into account community feedback": false,
          "Do evaluations consider the full supply chain": false
        }
      },
      "4.2 Energy Cost and Environmental Impact of Development": {
        "status": "Yes",
        "sources": [
          {
            "type": "🌐",
            "detail": "https://huggingface.co/HuggingFaceTB/SmolVLM-Instruct",
            "name": "Model Card"
          }
        ],
        "questions": {
          "Accounting of FLOPS across development stages": true,
          "Evaluation of energy consumption using standardized tracking tools": true,
          "Evaluation of carbon impact accounting for regional energy sources": true,
          "Evaluation of hardware lifecycle environmental impact": false
        }
      },
      "4.3 Energy Cost and Environmental Impact of Deployment": {
        "status": "Yes",
        "sources": [
          {
            "type": "🌐",
            "detail": "https://huggingface.co/HuggingFaceTB/SmolVLM-Instruct",
            "name": "Model Card"
          }
        ],
        "questions": {
          "Evaluation of inference FLOPS": false,
          "Evaluation of inference energy consumption on most common deployment setting": true,
          "Evaluation of inference energy consumption on multiple deployment settings": true,
          "Evaluation of task-specific energy consumption variations": false,
          "Evaluation of carbon impact for deployment infrastructure": false,
          "Evaluation of hardware lifecycle environmental impact for deployment": false
        }
      },
      "4.4 Environmental Costs Transparency and Documentation": {
        "status": "Yes",
        "sources": [
          {
            "type": "🌐",
            "detail": "https://huggingface.co/HuggingFaceTB/SmolVLM-Instruct",
            "name": "Model Card"
          }
        ],
        "questions": {
          "Documentation about equipment and infrastructure specifications": true,
          "Sufficient documentation of evaluation methods": false,
          "Sufficient documentation of evaluation methods to replicate findings": true,
          "Sufficient documentation of evaluation results for comparison": true
        }
      }
    },
    "5. Privacy and Data Protection Evaluation": {
      "5.1 Privacy and Data Protection Overview": {
        "status": "Yes",
        "sources": [
          {
            "type": "🌐",
            "detail": "https://huggingface.co/HuggingFaceTB/SmolVLM-Instruct",
            "name": "Model Card"
          }
        ],
        "questions": {
          "Evaluations at various stages": true,
          "Have intrinsic properties been evaluated for privacy vulnerabilities": false,
          "Have extrinsic privacy evaluations been run": true,
          "Have evaluations been run across all applicable modalities": true,
          "Have privacy evaluations been run that take the form of automatic quantitative evaluation": true,
          "Have privacy evaluations been run with human participants?": false
        }
      },
      "5.2 Privacy, Likeness, and Publicity Harms": {
        "status": "No",
        "sources": [],
        "questions": {
          "Has the AI system been evaluated for its likelihood of revealing personal information": false,
          "Has the AI system been evaluated for its likelihood of facilitating impersonation": false,
          "Has the AI system been evaluated for its likelihood of providing confabulated personal information": false
        }
      },
      "5.3 Intellectual Property and Information Security": {
        "status": "No",
        "sources": [],
        "questions": {
          "Has the AI system been evaluated for its likelihood of reproducing sensitive or copyrighted information": false,
          "Has the system been evaluated for other information security risks": false
        }
      },
      "5.4 Privacy Evaluation Transparency and Documentation": {
        "status": "No",
        "sources": [],
        "questions": {
          "Sufficient documentation of evaluation methods": false,
          "Sufficient documentation of evaluation results": false,
          "Documentation of evaluation limitations": false,
          "Documentation of deployment considerations": false,
          "Documentation of training data risk categories": false
        }
      }
    },
    "6. Financial Costs Evaluation": {
      "6.1 Financial Costs Overview": {
        "status": "No",
        "sources": [],
        "questions": {
          "Evaluation of costs at various stages": false,
          "Have costs been evaluated for different system components": false,
          "Have cost evaluations been run across all applicable modalities": false,
          "Have cost evaluations included both direct and indirect expenses": false,
          "Have cost projections been validated against actual expenses": false
        }
      },
      "6.2 Development and Training Costs": {
        "status": "Yes",
        "sources": [
          {
            "type": "🌐",
            "detail": "https://huggingface.co/HuggingFaceTB/SmolVLM-Instruct",
            "name": "Model Card"
          }
        ],
        "questions": {
          "Assessment of research and development labor costs": false,
          "Evaluation of data collection and preprocessing costs": false,
          "Assessment of training infrastructure costs": false,
          "Assessment of costs associated with different training approaches": false,
          "Evaluation of model architecture and size impact on costs": true
        }
      },
      "6.3 Deployment and Operation Costs": {
        "status": "Yes",
        "sources": [
          {
            "type": "🌐",
            "detail": "https://huggingface.co/HuggingFaceTB/SmolVLM-Instruct",
            "name": "Model Card"
          }
        ],
        "questions": {
          "Assessment of inference and serving costs": true,
          "Evaluation of storage and hosting expenses": false,
          "Assessment of scaling costs": false,
          "Evaluation of costs specific to different deployment contexts": false,
          "Assessment of update and fine-tuning costs": false
        }
      },
      "6.4 Financial Cost Documentation and Transparency": {
        "status": "No",
        "sources": [],
        "questions": {
          "Documentation of cost evaluation methodology": false,
          "Documentation of cost breakdowns and metrics": false,
          "Documentation of cost variations": false,
          "Documentation of cost projections": false
        }
      }
    },
    "7. Data and Content Moderation Labor Evaluation": {
      "7.1 Labor Evaluation Overview": {
        "status": "No",
        "sources": [],
        "questions": {
          "Evaluation of labor practices at various stages": false,
          "Have labor conditions been evaluated for different worker categories": false,
          "Have labor evaluations been run across all applicable task types": false,
          "Have labor practices been evaluated against industry standards": false,
          "Have labor evaluations included both direct and contracted workers": false,
          "Have evaluations considered different regional contexts": false
        }
      },
      "7.2 Working Conditions and Compensation": {
        "status": "No",
        "sources": [],
        "questions": {
          "Assessment of compensation relative to standards": false,
          "Assessment of job security and classification": false,
          "Evaluation of workplace safety and protections": false,
          "Assessment of worker autonomy": false,
          "Evaluation of power dynamics": false
        }
      },
      "7.3 Worker Wellbeing and Support": {
        "status": "No",
        "sources": [],
        "questions": {
          "Assessment of psychological support systems": false,
          "Evaluation of content preparation and exposure limits": false,
          "Evaluation of cultural and linguistic support": false
        }
      },
      "7.4 Labor Practice Documentation and Transparency": {
        "status": "No",
        "sources": [],
        "questions": {
          "Documentation of evaluation methodology": false,
          "Documentation of worker demographics": false,
          "Documentation of support systems": false,
          "Documentation of incident reporting procedures": false
        }
      }
    }
  }
}