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06/01/2023
Zero and Few-shot Semantic Parsing with Ambiguous Inputs
Despite the ubiquity of ambiguity in natural language, it is often ignor...
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03/29/2023
Did You Mean...? Confidence-based Trade-offs in Semantic Parsing
We illustrate how a calibrated model can help balance common trade-offs ...
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12/01/2022
Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning
Visual Question Answering (VQA) models often perform poorly on out-of-di...
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11/14/2022
Calibrated Interpretation: Confidence Estimation in Semantic Parsing
Task-oriented semantic parsing is increasingly being used in user-facing...
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05/24/2022
When More Data Hurts: A Troubling Quirk in Developing Broad-Coverage Natural Language Understanding Systems
In natural language understanding (NLU) production systems, users' evolv...
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05/24/2022
The Curious Case of Control
Children acquiring English make systematic errors on subject control sen...
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05/04/2022
Visual Commonsense in Pretrained Unimodal and Multimodal Models
Our commonsense knowledge about objects includes their typical visual at...
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10/01/2021
Calibrating Concepts and Operations: Towards Symbolic Reasoning on Real Images
While neural symbolic methods demonstrate impressive performance in visu...
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04/12/2021
Joint Universal Syntactic and Semantic Parsing
While numerous attempts have been made to jointly parse syntax and seman...
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07/01/2020
Iterative Paraphrastic Augmentation with Discriminative Span Alignment
We introduce a novel paraphrastic augmentation strategy based on sentenc...
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10/22/2019
Transductive Parsing for Universal Decompositional Semantics
We introduce a transductive model for parsing into Universal Decompositi...
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09/30/2019
The Universal Decompositional Semantics Dataset and Decomp Toolkit
We present the Universal Decompositional Semantics (UDS) dataset (v1.0),...
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09/01/2019