Intro

Deep Decision® is a low-code LSM (Large Signal Model) build tool for structured data which can also be integrated into LLM (large language model) for knowledge retrieval.

The Deep Decision®'s LSM generates Knowledge Graphs from tabular data to generate human-centric understanding and enable multi-model solutions. This Knowledge Graph leverages DeepLab's World state to give insights beyond the base file.

The Deep Decision®'s LLM auto-generated prompts and performs deep analysis on the LLM response to generate trust scores for the response and incorporate only valid and meaningful responses into the Knowledge Graph.

DeepLab's World State provides rich context to power our LSM-LLM offerings by leveraging signals across the payment ecosphere and from real-time events.

Setting up an Account

Please reach out to DeepLabs' sales team to set up your account.

Creating a LSM

• Define the focus of the project.
• Determine which column to use to append World State
• Update metadata (optional)

Using DeepLabs' LLM

• Select an LSM project using its task_id
• Select a statement you want from those produced by the selected LSM
• Modify the Perception Graph with additional information (optional)

Processing Steps

It is not necessary to understand the internals of DeepDecision, as a user interface is provided as well as API that allows automation of that UI. For those interested, the following high level overview of the processing steps occurs so some steps in the user interaction with DeepDecision may take a couple of minutes from a users perspective.

API Outputs

• TaskId: The unique identifier for an LSM or LLM task.
• Features: For downstream modeling and decision-making.
• Knowledge Graph: Structure data that enables users to explore relevant facts based on the input dataset and world state.
• Perception Graph: Structured data based on world state and user inputs that provide outside context to the problem.
• Statements: List of key facts from the Knowledge Graph and Perception Graph.
• Interpretation Graph: Structured data that provides LLM-powered findings based on the World State, Knowledge Graph, and Perception Graph.