ALFWorld
Aligning Text and Embodied Environments for Interactive Learning
Mohit Shridhar | Xingdi (Eric) Yuan | Marc-Alexandre Côté |
Yonatan Bisk | Adam Trischler | Matthew Hausknecht |
ALFWorld contains interactive TextWorld environments (Côté et. al) that parallel embodied worlds in the ALFRED dataset (Shridhar et. al). The aligned environments allow agents to reason and learn high-level policies in an abstract space before solving embodied tasks through low-level actuation.
Paper on ArXiv» GitHub» ALFRED» TextWorld»
You are in the middle of a room. Looking quickly around
you, you see a safe 1, a shelf 4, a drawer 2, a bed 1, a drawer 1, a shelf 5, a shelf 2, a sidetable 2, a shelf 3, a drawer 3, a shelf 1, a sidetable 1, a desk 1, and a garbagecan 1.
Your task is to: examine an alarmclock with the desklamp.
> go to desk 1
You arrive at loc 8.
On the desk 1, you see a pen 1, a bowl 1, a alarmclock 2, a pencil 2, a pencil 3, a creditcard 3, a book 1, a alarmclock 3, a keychain 3, and a book 2.
> take alarmclock 2 from desk 1
You pick up the alarmclock 2 from the desk 1.
> go to sidetable 2
You arrive at loc 1. On the sidetable 2, you see a desklamp 1, and an alarmclock 1.
> use desklamp 1
You won!