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07/08/2023
Toward Interactive Dictation
Voice dictation is an increasingly important text input modality. Existi...
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06/21/2022
BenchCLAMP: A Benchmark for Evaluating Language Models on Semantic Parsing
We introduce BenchCLAMP, a Benchmark to evaluate Constrained LAnguage Mo...
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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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04/18/2021
Constrained Language Models Yield Few-Shot Semantic Parsers
We explore the use of large pretrained language models as few-shot seman...
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09/24/2020
Task-Oriented Dialogue as Dataflow Synthesis
We describe an approach to task-oriented dialogue in which dialogue stat...
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08/30/2018
Syntactic Scaffolds for Semantic Structures
We introduce the syntactic scaffold, an approach to incorporating syntac...
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08/28/2018
Rational Recurrences
Despite the tremendous empirical success of neural models in natural lan...
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05/25/2018
Toward Abstractive Summarization Using Semantic Representations
We present a novel abstractive summarization framework that draws on the...
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05/15/2018
SoPa: Bridging CNNs, RNNs, and Weighted Finite-State Machines
Recurrent and convolutional neural networks comprise two distinct famili...
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05/12/2018
Backpropagating through Structured Argmax using a SPIGOT
We introduce the structured projection of intermediate gradients optimiz...
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04/17/2018
Learning Joint Semantic Parsers from Disjoint Data
We present a new approach to learning semantic parsers from multiple dat...
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11/17/2017
Neural Motifs: Scene Graph Parsing with Global Context
We investigate the problem of producing structured graph representations...
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06/29/2017
Frame-Semantic Parsing with Softmax-Margin Segmental RNNs and a Syntactic Scaffold
We present a new, efficient frame-semantic parser that labels semantic a...
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04/22/2017
