# Ideas: multilingual models, training, personality, GPT-2

**URL:** <https://forum.rasa.com/t/ideas-multilingual-models-training-personality-gpt-2/9818>\
**Category:** Rasa Open Source\
**Created:** [May 15, 2019, 5:19pm UTC](https://forum.rasa.com/t/ideas-multilingual-models-training-personality-gpt-2/9818 "2019-05-15T17:19:14Z")\
**Posts on this page:** 4\
**Page:** 1

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**Author:** ![BitcoinKing](https://avatars.discourse-cdn.com/v4/letter/b/f1d935/32.png) [@BitcoinKing](https://forum.rasa.com/u/BitcoinKing)\
**Post date:** [May 15, 2019, 5:19pm UTC](https://forum.rasa.com/t/ideas-multilingual-models-training-personality-gpt-2/9818/1 "2019-05-15T17:19:14Z")

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Hi, i am new to Rasa, but not new to Ai dev. I have experience docs and want to ask several questions that are not clear from docs and blog posts i read recently

1. Why dont you use Polyglot python library for multilingual support of NER, sentiment, etc ? [polyglot · PyPI](https://pypi.org/project/polyglot/) For me its a crucial part when i try to choose what framework to use. Spacy is good, but little lang supported. Is there a simple path to implement Polyglot?

2. Can i use non-official language pack for Rasa, for example this for RU: [GitHub - buriy/spacy-ru: Russian language models for spaCy](https://github.com/buriy/spacy-ru/) ?

3. Rule-based bot is bad approach, i agree with level 5 paradigm from blog, but cannot find extensive tutorial how do i implement pretrained models for my language as a helpers and then supply these with domain-trained model on LSTM from Rasa core Take a look [GitHub - Desklop/Voice\_ChatBot: Chatbot in russian with speech recognition using PocketSphinx and speech synthesis using RHVoice. The AttentionSeq2Seq model is used. Imlemented using Python3+TensorFlow+Keras.](https://github.com/Desklop/Voice_ChatBot) here several bin pretrained models, how do i integrate them to get Ai bot up and running, no teaching from zero. i need a bot that GENERATE answers, not stupid repeat from list of predefined

4. Personality: how do i add personality to bot, to be able reproduce character and general knowledge and skills? I mean emotional bot, not business, example: [GitHub - jddunn/emoter: Sentiment analysis library integratable into a chatbot that can generate text corpora from Facebook messages](https://github.com/jddunn/emoter)

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**Author:** ![SallemiDorsaf](https://avatars.discourse-cdn.com/v4/letter/s/b782af/32.png) [@SallemiDorsaf](https://forum.rasa.com/u/SallemiDorsaf)\
**Post date:** [August 22, 2019, 10:34am UTC](https://forum.rasa.com/t/ideas-multilingual-models-training-personality-gpt-2/9818/2 "2019-08-22T10:34:25Z")

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hi @BitcoinKing did you try to develop a multiling bot?

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**Author:** ![BitcoinKing](https://avatars.discourse-cdn.com/v4/letter/b/f1d935/32.png) [@BitcoinKing](https://forum.rasa.com/u/BitcoinKing)\
**Post date:** [August 22, 2019, 10:51am UTC](https://forum.rasa.com/t/ideas-multilingual-models-training-personality-gpt-2/9818/3 "2019-08-22T10:51:56Z")

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no yet, ru only

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**Author:** ![SallemiDorsaf](https://avatars.discourse-cdn.com/v4/letter/s/b782af/32.png) [@SallemiDorsaf](https://forum.rasa.com/u/SallemiDorsaf)\
**Post date:** [August 22, 2019, 12:19pm UTC](https://forum.rasa.com/t/ideas-multilingual-models-training-personality-gpt-2/9818/4 "2019-08-22T12:19:51Z")

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what you mean by run only? on terminal?