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06/30/2023
Meta-training with Demonstration Retrieval for Efficient Few-shot Learning
Large language models show impressive results on few-shot NLP tasks. How...
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06/01/2023
TimelineQA: A Benchmark for Question Answering over Timelines
Lifelogs are descriptions of experiences that a person had during their ...
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05/25/2022
ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection
Hate speech detection is complex; it relies on commonsense reasoning, kn...
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05/25/2022
Logical Satisfiability of Counterfactuals for Faithful Explanations in NLI
Evaluating an explanation's faithfulness is desired for many reasons suc...
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05/24/2022
Policy Compliance Detection via Expression Tree Inference
Policy Compliance Detection (PCD) is a task we encounter when reasoning ...
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04/03/2022
PERFECT: Prompt-free and Efficient Few-shot Learning with Language Models
Current methods for few-shot fine-tuning of pretrained masked language m...
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12/16/2021
UniREx: A Unified Learning Framework for Language Model Rationale Extraction
An extractive rationale explains a language model's (LM's) prediction on...
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10/14/2021
UniPELT: A Unified Framework for Parameter-Efficient Language Model Tuning
Conventional fine-tuning of pre-trained language models tunes all model ...
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11/09/2020
Personalized Query Rewriting in Conversational AI Agents
Spoken language understanding (SLU) systems in conversational AI agents ...
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02/13/2020
Pre-Training for Query Rewriting in A Spoken Language Understanding System
Query rewriting (QR) is an increasingly important technique to reduce cu...
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08/26/2019
Leveraging External Knowledge for Out-Of-Vocabulary Entity Labeling
Dealing with previously unseen slots is a challenging problem in a real-...
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07/25/2019
Time Masking: Leveraging Temporal Information in Spoken Dialogue Systems
In a spoken dialogue system, dialogue state tracker (DST) components tra...
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06/04/2019
Improving Long Distance Slot Carryover in Spoken Dialogue Systems
Tracking the state of the conversation is a central component in task-or...
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03/12/2019
Scaling Multi-Domain Dialogue State Tracking via Query Reformulation
We present a novel approach to dialogue state tracking and referring exp...
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11/27/2018
Cross-Lingual Approaches to Reference Resolution in Dialogue Systems
In the slot-filling paradigm, where a user can refer back to slots in th...
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06/05/2018
Contextual Slot Carryover for Disparate Schemas
In the slot-filling paradigm, where a user can refer back to slots in th...
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06/14/2017
