Intent classification and slot filling
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We refer to predicting the privacy practice explained in a sentence as intent classification and identifying the text spans sharing specific information as slot filling. In this work, we propose policyie, an english corpus consisting of 5,250 intent and 11,788 slot annotations spanning 31 privacy policies of websites and mobile applications. Essentially, intent classification can be viewed as a sequence classification problem and slot labelling can be viewed as a sequence tagging problem similar to named-entity recognition (ner). Due to their inner correlation, these two tasks are usually trained jointly with a multi-task objective function. We present two alternative neural approaches as baselines, (1) intent classification and slot filling as a joint sequence tagging and (2) modeling them as a sequence-to-sequence (seq2seq) learning task. Experimental results demonstrate that our proposed model achieves significant improvement on intent classification accuracy, slot filling f1, and sentence-level semantic frame accuracy on several public benchmark datasets, compared to the attention-based recurrent neural network models and slot-gated models. Read full text qian chen 72 publications. The goal of **slot filling** is to identify from a running dialog different slots, which correspond to different parameters of the user’s query. For instance, when a user queries for nearby restaurants, key slots for location and preferred food are required for a dialog system to retrieve the appropriate information. A practical and feature-rich paraphrasing framework to augment human intents in text form to build robust nlu models for conversational engines. Created by prithiviraj damodaran. Open to pull requests and other forms of collaboration. Nlu rasa-nlu intents slot-filling paraphrase paraphrase-generation paraphrased-data. Updated on jan 19 It is one of the most worthwhile bonuses offered at an online casino and finding the right one will be a great way to kick-start your igaming journey at a particular site, intent classification and slot filling.
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