Demonstrators
GenSeC implements three demonstrators corresponding to the defined use cases. These demonstrators are designed as research instruments rather than end user systems. Their purpose is to operationalize the benchmarks and to study the interaction between model adaptation, evaluation results, and system behavior.

The text generation demonstrator
Producing security relevant summaries from heterogeneous and multilingual data sources. It integrates mechanisms for grounding outputs in verifiable information and supports inspection of model behavior under adversarial or incomplete input conditions.

The geospatial vector data demonstrator
Focus on the generation and transformation of geographic data across multiple representation levels. It enables detailed inspection of data quality, coverage, and consistency, and supports the analysis of how evaluation results inform data production workflows.

The multimodal map based chatbot demonstrator
Addresses question answering over maps and spatial data. It combines visual and textual reasoning and emphasizes traceability of answers with respect to the underlying map content, while being tested under adversarial query conditions.