From the 1 of 26 linked papers with an AI index.
521 citations · 879 across the 19 of their papers we have counts for
4 papers · 1 filter
A Retrieve-and-Edit Framework for Predicting Structured Outputs
Tatsunori B. Hashimoto, Kelvin Guu, Yonatan Oren +1
For the task of generating complex outputs such as source code, editing existing outputs can be easier than generating complex outputs from scratch. With this motivation, we propos…
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…
Transforming Question Answering Datasets Into Natural Language Inference Datasets
Dorottya Demszky, Kelvin Guu, Percy Liang
Existing datasets for natural language inference (NLI) have propelled research on language understanding. We propose a new method for automatically deriving NLI datasets from the g…
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…