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02/15/2023
How to Train Your DRAGON: Diverse Augmentation Towards Generalizable Dense Retrieval
Various techniques have been developed in recent years to improve dense ...
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02/13/2023
Improving Out-of-Distribution Generalization of Neural Rerankers with Contextualized Late Interaction
Recent progress in information retrieval finds that embedding query and ...
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02/13/2023
SLIM: Sparsified Late Interaction for Multi-Vector Retrieval with Inverted Indexes
This paper introduces a method called Sparsified Late Interaction for Mu...
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12/13/2022
Domain Adaptation for Dense Retrieval through Self-Supervision by Pseudo-Relevance Labeling
Although neural information retrieval has witnessed great improvements, ...
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11/18/2022
CITADEL: Conditional Token Interaction via Dynamic Lexical Routing for Efficient and Effective Multi-Vector Retrieval
Multi-vector retrieval methods combine the merits of sparse (e.g. BM25) ...
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10/13/2022
Query Expansion Using Contextual Clue Sampling with Language Models
Query expansion is an effective approach for mitigating vocabulary misma...
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07/31/2022
Aggretriever: A Simple Approach to Aggregate Textual Representation for Robust Dense Passage Retrieval
Pre-trained transformers has declared its success in many NLP tasks. One...
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03/15/2022
Exact Feature Distribution Matching for Arbitrary Style Transfer and Domain Generalization
Arbitrary style transfer (AST) and domain generalization (DG) are import...
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03/12/2022
One-stage Video Instance Segmentation: From Frame-in Frame-out to Clip-in Clip-out
Many video instance segmentation (VIS) methods partition a video sequenc...
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11/18/2021
The Power of Selecting Key Blocks with Local Pre-ranking for Long Document Information Retrieval
On a wide range of natural language processing and information retrieval...
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10/04/2021
Encoder Adaptation of Dense Passage Retrieval for Open-Domain Question Answering
One key feature of dense passage retrievers (DPR) is the use of separate...
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05/03/2021
SmoothI: Smooth Rank Indicators for Differentiable IR Metrics
Information retrieval (IR) systems traditionally aim to maximize metrics...
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07/31/2020
Learning to Rank for Active Learning: A Listwise Approach
Active learning emerged as an alternative to alleviate the effort to lab...
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09/18/2019
A Survey on Rain Removal from Video and Single Image
Rain streaks might severely degenerate the performance of video/image pr...
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09/13/2019
Video Rain/Snow Removal by Transformed Online Multiscale Convolutional Sparse Coding
Video rain/snow removal from surveillance videos is an important task in...
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12/03/2018