Demo

Note №3

Multi-layer graph PrivateAI (Brief overview)

Brief overview

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Previously, was illustrated the general concept of using graph visualization to provide a more intuitive and convenient way for users to navigate and explore the vast amount of information available on the platform.

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In that concept, two graphs were used: 

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  1. Global graph - aggregates all graphs for each article available on the PrivateAI platform.
  2. Word graph - local graph that is extracted from the global graph with the selected word at its center.

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For now, in order to increase the convenience of global graph search, we propose to implement a Shared context graph which will help users navigate through different levels of graphs. 

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Shared context graph

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Shared context graph - is an alternative representation of word graph. 

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It works as follows: 

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  • Search of all article graphs containing the selected word
  • The found graphs are combined together to form a shared context graph
  • To prevent  graph overload, when we have a very common/popular word, we divided all these article graphs into batches of N (configurable parameter) to show the combination of only N graphs at once
  • User can switch between these batches in the ‘page’ view

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This way allows visualizing the overall context in which the selected word occurs and exploring the links between it and other words in the context of different articles.

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Examples

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1. Example of shared word graph for word “Age”

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2. Example for word “Evolution”:

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Other diaries

Note №6

Embeddings

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A series of tests with Mixtral prompts revealed that by using special hints like [INST] [/INST], the model produces much better...

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Note №5

Peer-review

June 7, 2024

Focus is on describing the article review process, which is a combination of two main tasks. The first task is to identify the criteria by which the model will evaluate articles...

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Note №4

Multi-layer graph PrivateAI (Source code)

May 31, 2024

To construct the graph, the shared_word_graph method is used and the following steps are implemented...

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Note №2

Multi-layer graph PrivateAI (Word graph)

May 27, 2024

Word graph is a local graph, which has a selected word in center and top-N words around, most commonly used in articles with selected word. Each node is provided with at least one...

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