--- # For reference on model card metadata, see the spec: https://github.com/huggingface/hub-docs/blob/main/modelcard.md?plain=1 # Doc / guide: https://huggingface.co/docs/hub/model-cards {} --- # Model Card for Model ID q/a model, structurally same as RobBERT-v2-nl-qa, but trained with an augmented dataset. sentences from the context not containing the answer-span have been moved from before the answer to after the answer, and v.v. The start of the answer has been adapted accordingly. these modified records have an "m" appended to their ID field. ## Model Details Results seem better than RobBERT-v2-nl-qa: {'exact': 65.97542490405392, 'f1': 73.36792208890036, 'total': 31007, 'HasAns_exact': 62.55334441399757, 'HasAns_f1': 72.85023854321435, 'HasAns_total': 22261, 'NoAns_exact': 74.68557054653556, 'NoAns_f1': 74.68557054653556, 'NoAns_total': 8746, 'best_exact': 65.97542490405392, 'best_exact_thresh': 0.0, 'best_f1': 73.3679220889002, 'best_f1_thresh': 0.0} ### Model Description example dutch question and context for the hosted inference api: Q: Op welke wijze heeft de termiet zich kunnen verspreiden ? CX: De koloniƫn zijn verspreid over twee woningen, bijgebouwen en tuinen in Zuid-Holland. Een van de panden is een groot kassencomplex. Daaruit zijn meerdere planten verkocht, waardoor het mogelijk is dat de termiet zich al verder heeft verspreid. Eerdere pogingen om de koloniƫn uit te roeien zijn mislukt. De plantenverkoop vanuit het koloniegebied is inmiddels tijdelijk stopgezet. - **Developed by:** [More Information Needed] - **Shared by [optional]:** [More Information Needed] - **Model type:** [More Information Needed] - **Language(s) (NLP):** [More Information Needed] - **License:** [More Information Needed] - **Finetuned from model [optional]:** [More Information Needed] ### Model Sources [optional] - **Repository:** [More Information Needed] - **Paper [optional]:** [More Information Needed] - **Demo [optional]:** [More Information Needed] ## Uses ### Direct Use [More Information Needed] ### Downstream Use [optional] [More Information Needed] ### Out-of-Scope Use [More Information Needed] ## Bias, Risks, and Limitations [More Information Needed] ### Recommendations Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. ## How to Get Started with the Model Use the code below to get started with the model. [More Information Needed] ## Training Details ### Training Data [More Information Needed] ### Training Procedure #### Preprocessing [optional] [More Information Needed] #### Training Hyperparameters - **Training regime:** [More Information Needed] #### Speeds, Sizes, Times [optional] [More Information Needed] ## Evaluation ### Testing Data, Factors & Metrics #### Testing Data [More Information Needed] #### Factors [More Information Needed] #### Metrics [More Information Needed] ### Results [More Information Needed] #### Summary ## Model Examination [optional] [More Information Needed] ## Environmental Impact Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). - **Hardware Type:** [More Information Needed] - **Hours used:** [More Information Needed] - **Cloud Provider:** [More Information Needed] - **Compute Region:** [More Information Needed] - **Carbon Emitted:** [More Information Needed] ## Technical Specifications [optional] ### Model Architecture and Objective [More Information Needed] ### Compute Infrastructure [More Information Needed] #### Hardware [More Information Needed] #### Software [More Information Needed] ## Citation [optional] **BibTeX:** [More Information Needed] **APA:** [More Information Needed] ## Glossary [optional] [More Information Needed] ## More Information [optional] [More Information Needed] ## Model Card Authors [optional] [More Information Needed] ## Model Card Contact [More Information Needed]