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09/15/2023
When do Generative Query and Document Expansions Fail? A Comprehensive Study Across Methods, Retrievers, and Datasets
Using large language models (LMs) for query or document expansion can im...
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07/13/2023
MegaWika: Millions of reports and their sources across 50 diverse languages
To foster the development of new models for collaborative AI-assisted re...
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05/22/2023
"According to ..." Prompting Language Models Improves Quoting from Pre-Training Data
Large Language Models (LLMs) may hallucinate and generate fake informati...
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05/12/2023
NevIR: Negation in Neural Information Retrieval
Negation is a common everyday phenomena and has been a consistent area o...
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04/29/2023
Synthetic Cross-language Information Retrieval Training Data
A key stumbling block for neural cross-language information retrieval (C...
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12/20/2022
When Do Decompositions Help for Machine Reading?
Answering complex questions often requires multi-step reasoning in order...
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12/20/2022
Defending Against Poisoning Attacks in Open-Domain Question Answering
Recent work in open-domain question answering (ODQA) has shown that adve...
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06/06/2022
Pretrained Models for Multilingual Federated Learning
Since the advent of Federated Learning (FL), research has applied these ...
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05/17/2022
When to Use Multi-Task Learning vs Intermediate Fine-Tuning for Pre-Trained Encoder Transfer Learning
Transfer learning (TL) in natural language processing (NLP) has seen a s...
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04/11/2022
End-to-End Speech Translation for Code Switched Speech
Code switching (CS) refers to the phenomenon of interchangeably using wo...
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04/08/2021
Exploring the Relationship Between Algorithm Performance, Vocabulary, and Run-Time in Text Classification
Text classification is a significant branch of natural language processi...
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01/22/2021
Streaming Models for Joint Speech Recognition and Translation
Using end-to-end models for speech translation (ST) has increasingly bee...
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11/16/2020
Learning from Task Descriptions
Typically, machine learning systems solve new tasks by training on thous...
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08/31/2019