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Task-aware Retrieval with Instructions
01:11:13
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2023/1/27
Neural Search Talks — Zeta Alpha
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What is Task-aware Retrieval with Instructions?
Introducing BERRI, TART, and X^2 Evaluation
Background: Domain Adaptation in Recent Works
How Does Instruction Tuning Impact Retrieval?
Retrieval with Instructions: A Deep Dive
BERRI: Bank of Explicit RetRieval Instructions
Repurposing NLP Tasks for Retrieval
Negative Document Selection: Why It Matters
TART: Multi-task Instructed Retriever
Evaluation: Zero-shot and X^2 Evaluation
Results on BEIR and LOTTE
Results on X^2-Retrieval
Ablation Studies: Insights and Findings
Discussion: User Modeling, Future Work, and Scale
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