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yogeshwaran13/ticket-triage-openenv

sourceHugging Faceupdated 6mo agoView on Hugging Face
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App README

๐ŸŽซ Ticket Triage โ€” OpenEnv RL Environment

A real-world OpenEnv environment where an RL agent learns to triage customer support tickets.

๐ŸŽฏ Task

Assign the correct action to each support ticket based on priority, category, wait time, and sentiment.

๐Ÿ•น๏ธ Action Space

ActionWhen to use
escalateHigh priority / angry customer
resolveMedium billing or delivery
clarifyMedium technical issue
deferLow priority technical
closeLow priority billing/delivery

๐Ÿ‘๏ธ Observation Space

FeatureRange
priority0,1,2
category0,1,2
wait_time0.0โ€“1.0
sentiment0.0โ€“1.0
queue_length0.0โ€“1.0
time_pressure0.0โ€“1.0

๐Ÿ“Š Task Levels

  • โ€”Easy โ†’ 5 tickets, low pressure
  • โ€”Medium โ†’ 10 tickets, moderate pressure
  • โ€”Hard โ†’ 20 tickets, high pressure + angry customers

๐Ÿš€ Setup

bash
docker build -t ticket-triage .
docker run -p 7860:7860 ticket-triage

๐Ÿ“ˆ Baseline Scores

LevelScore
Easy~0.72
Medium~0.58
Hard~0.41