521 citations · 921 across the 26 of their papers we have counts for
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cs.CL2018
Mapping Natural Language Commands to Web Elements
Panupong Pasupat, Tian-Shun Jiang, Evan Zheran Liu +2
The web provides a rich, open-domain environment with textual, structural, and spatial properties. We propose a new task for grounding language in this environment: given a natural…
cs.AI2018★ 16 cited
Reinforcement Learning on Web Interfaces Using Workflow-Guided Exploration
Evan Zheran Liu, Kelvin Guu, Panupong Pasupat +2
Reinforcement learning (RL) agents improve through trial-and-error, but when reward is sparse and the agent cannot discover successful action sequences, learning stagnates. This ha…