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March 2021 Summaries

3 posts from AI21 Labs

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The text discusses a multi-expert problem involving green energy companies, where data is fetched from Wiki API, calendar, and database. It then computes the largest increase in share prices using a calculator and formats the answer with a language model. Technical challenges include training discrete experts, interfacing them with neural networks, routing among modules, and avoiding model explosion. Jurassic-X offers advantages like reading and updating databases in free language, enabling practical applications such as querying databases for specific information or updating them using natural language commands.
Mar 25, 2021 295 words in the original blog post.
The text discusses a multi-expert problem involving green energy companies, where data is fetched from Wiki API, calendar, and a database. It then computes the largest increase in share prices using a calculator and formats the answer with a language model. The process involves challenges such as training discrete experts, interfacing them with neural networks, routing among modules, etc. The text also mentions Jurassic-X's advantages, like reading and updating databases in free language, enabling joining of multiple databases, and updating the database using natural language commands.
Mar 25, 2021 295 words in the original blog post.
The text discusses a multi-expert problem involving green energy companies, where data is fetched from Wiki API, last month dates are extracted from the calendar, and share prices are retrieved from a database. The largest increase in share prices is then computed by a calculator before being formatted by a language model. The text also mentions challenges in implementing multi-expert reinforcement learning (MRKL) systems, such as training discrete experts, interfacing with neural networks, and routing among modules. It highlights the advantages of Jurassic-X, which allows users to interact with their databases using natural language, enabling tasks like searching for specific products or tracking stock prices. The system can also join multiple databases and update them using free language.
Mar 25, 2021 295 words in the original blog post.