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@@ -163,24 +163,24 @@ Here you can find various conversational AI tasks as examples and can train mult
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in simple steps mentioned in the notebooks.
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### Example-1 Intent detection, NER, Fragment detection
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**Intent Detection**
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*(Setup : Multi-task , Task type : Multiple)*
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**Intent Detection(Task type : Single sentence classification)**
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```
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Query: I need a reservation for a bar in bangladesh on feb the 11th 2032
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Intent: BookRestaurant
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```
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**NER**
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**NER (Task type :sequence labelling)**
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```
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Query: ['book', 'a', 'spot', 'for', 'ten', 'at', 'a', 'top-rated', 'caucasian', 'restaurant', 'not', 'far', 'from', 'selmer']
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NER tags: ['O', 'O', 'O', 'O', 'B-party_size_number', 'O', 'O', 'B-sort', 'B-cuisine', 'B-restaurant_type', 'B-spatial_relation', 'I-spatial_relation', 'O', 'B-city']
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```
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**Fragment Detection**
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**Fragment Detection (Task type : single sentence classification) **
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```
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Query: a reservation for
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**Tasks file** :- [tasks_file_snips](https://github.com/hellohaptik/multi-task-NLP/blob/master/examples/intent_ner_fragment/tasks_file_snips.yml)
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### Example-2 Entailment detection
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*(Setup : single-task , Task type : sentence pair classification)*
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```
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Query1: An old man with a package poses in front of an advertisement.
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### Example-3 Answerability detection
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*(Setup : single-task , Task type : sentence pair classification)*
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```
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Query: how much money did evander holyfield make
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**Tasks file** :- [tasks_file_answerability](https://github.com/hellohaptik/multi-task-NLP/tree/master/examples/answerability_detection/tasks_file_answerability.yml)
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### Example-4 Query type detection
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*(Setup : single-task , Task type : single sentence classification)*
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```
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Query: what's the distance between destin florida and birmingham alabama?
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**Tasks file** :- [tasks_file_querytype](https://github.com/hellohaptik/multi-task-NLP/blob/master/examples/query_type_detection/tasks_file_querytype.yml)
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### Example-5 POS tagging, NER tagging
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*(Setup : Multi-task , Task type : sequence labelling)*
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```
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Query: ['Despite', 'winning', 'the', 'Asian', 'Games', 'title', 'two', 'years', 'ago', ',', 'Uzbekistan', 'are', 'in', 'the', 'finals', 'as', 'outsiders', '.']
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**Tasks file** :- [tasks_file_conll](https://github.com/hellohaptik/multi-task-NLP/blob/master/examples/ner_pos_tagging/tasks_file_conll.yml)
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## Example-6 Query correctness
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*(Setup : single-task , Task type : single sentence classification)*
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```
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## Example-7 Query similarity
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*(Setup : single-task , Task type : single sentence classification)*
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```
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**Tasks file** :- [tasks_file_qqp](https://github.com/hellohaptik/multi-task-NLP/blob/master/examples/query_pair_similarity/tasks_file_query_qqp.yml)
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## Example-8 Sentiment Analysis
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*(Setup : single-task , Task type : single sentence classification)*
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```
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