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[EPIC] Automate Problem Tagging #57

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nvatuan opened this issue May 27, 2023 · 0 comments

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nvatuan commented May 27, 2023 •

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In-charge: @nvatuan @khoi2312

BUSINESS

Actors

Staffs

Problems

There are a lot of problems prior to EPIC [EPIC] Adding Tags to Problems #56 that are untagged.
Manually tagging will take a lot of time, and required taggers to have advanced knowledge on certain topics.

Background

There is an EPIC [EPIC] Adding Tags to Problems #56 on-going that will implement Problem Tags feature.
This EPIC is BLOCKED until the above finished.

Goals

There must be a mechanism to auto tag Problems with Tags.

Value

Automate Taggings process. If Done correctly, bad problem tagging will be detected.

USER EXPERIENCE

This feature is INTERNAL only. No system actors will directly interact with it.

ARCHITECTURE DESIGN

Meeting 2023-06-06:

Participants: @nvatuan @khoi2312
There will be 2~3 models.
Preprocess as follow: Source code -> Cpreprocess -> Code token -> Model -> Label
Input: A source code
Output: A percentage vector -> [.467, .23, .103, .020, .0002, ...] corresponding to the first label is 46.7% confidence.
Example dataset: https://www.kaggle.com/datasets/5789289133dd36077981d2c2755ec7c218a0eb293b6e6646b1fb73702cf36254?select=test.csv

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nvatuan added the epic label

nvatuan self-assigned this

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