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@@ -22,9 +22,14 @@ Spanish DistilBERT model fine-tuned for question answering on the MLQA dataset,
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  - `onnx/model_quantized.onnx`
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  ## Live Demo
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- This model is in active use on https://plaudere.com/spaces as part of a bilingual Question Answering system.
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- Visitors can select either the Spanish QnA model (this one) or an English QnA model via the website’s language selector.
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- You can try it out and see the models working in real time by requesting support directly on the site.
 
 
 
 
 
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  ## Usage in Transformers.js
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  ```javascript
 
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  - `onnx/model_quantized.onnx`
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  ## Live Demo
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+ This model is deployed in production at [plaudere.com](https://plaudere.com/spaces) as part of a bilingual Question Answering system.
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+ Visitors can seamlessly switch between the Spanish QnA model (this one) and an English QnA model via the website’s language selector.
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+ You can see both models in action by requesting support directly on the site.
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+
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+ For a guided experience, explore this Plaudere article:
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+ [AI Assistance with QnA Models](https://plaudere.com/spaces/plaudere-engineering-9a39cf/ai-assistance-with-qna-models-c40255)
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+ It demonstrates how the author integrated QnA models into a real-world application on the Plaudere website.
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+ Here, you can interact with the agent, ask questions in English about the article itself, and watch it respond in real time.
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  ## Usage in Transformers.js
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  ```javascript