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05/31/2023
From Pixels to UI Actions: Learning to Follow Instructions via Graphical User Interfaces
Much of the previous work towards digital agents for graphical user inte...
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05/19/2023
QUEST: A Retrieval Dataset of Entity-Seeking Queries with Implicit Set Operations
Formulating selective information needs results in queries that implicit...
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09/29/2022
Generate-and-Retrieve: use your predictions to improve retrieval for semantic parsing
A common recent approach to semantic parsing augments sequence-to-sequen...
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05/24/2022
Evaluating the Impact of Model Scale for Compositional Generalization in Semantic Parsing
Despite their strong performance on many tasks, pre-trained language mod...
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12/20/2021
Vulnerability Analysis of the Android Kernel
We describe a workflow used to analyze the source code of the Android OS...
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12/14/2021
Improving Compositional Generalization with Latent Structure and Data Augmentation
Generic unstructured neural networks have been shown to struggle on out-...
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11/09/2021
Learning to Generalize Compositionally by Transferring Across Semantic Parsing Tasks
Neural network models often generalize poorly to mismatched domains or d...
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10/06/2021
The Variability of Model Specification
It's regarded as an axiom that a good model is one that compromises betw...
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09/29/2021
Visually Grounded Concept Composition
We investigate ways to compose complex concepts in texts from primitive ...
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09/25/2021
Systematic Generalization on gSCAN: What is Nearly Solved and What is Next?
We analyze the grounded SCAN (gSCAN) benchmark, which was recently propo...
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09/09/2021
Graph-Based Decoding for Task Oriented Semantic Parsing
The dominant paradigm for semantic parsing in recent years is to formula...
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10/24/2020
Compositional Generalization and Natural Language Variation: Can a Semantic Parsing Approach Handle Both?
Sequence-to-sequence models excel at handling natural language variation...
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10/04/2019
A Random Interaction Forest for Prioritizing Predictive Biomarkers
Precision medicine is becoming a focus in medical research recently, as ...
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08/30/2019
Answering Conversational Questions on Structured Data without Logical Forms
We present a novel approach to answering sequential questions based on s...
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05/21/2019
Generating Logical Forms from Graph Representations of Text and Entities
Structured information about entities is critical for many semantic pars...
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01/01/2019
On the Parameterized Cluster Editing with Vertex Splitting Problem
In the Cluster Editing problem, a given graph is to be transformed into ...
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03/06/2018