Retrieval

A methodology that involves selecting relevant data or examples from a large dataset to support tasks like prediction, learning, or inference. It enhances models by providing context or additional information, often used in systems like retrieval-augmented generation or in-context learning.

Papers

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Showing 3041–3050 of 14297 papers

Title	Date	Tasks	Status
Beyond Relevant Documents: A Knowledge-Intensive Approach for Query-Focused Summarization using Large Language Models	Aug 19, 2024	Language ModelingLanguage Modelling	—Unverified
Beyond Relevance: Improving User Engagement by Personalization for Short-Video Search	Sep 17, 2024	Collaborative FilteringMulti-Task Learning	—Unverified
A Neural Turing~Machine for Conditional Transition Graph Modeling	Jul 15, 2019	BIG-bench Machine LearningInformation Retrieval	—Unverified
A Neural Passage Model for Ad-hoc Document Retrieval	Mar 16, 2021	Document RankingRetrieval	—Unverified
Beyond-RAG: Question Identification and Answer Generation in Real-Time Conversations	Oct 14, 2024	Answer GenerationArticles	—Unverified
A Domain Generalization Perspective on Listwise Context Modeling	Feb 12, 2019	Domain GeneralizationInformation Retrieval	—Unverified
DeepStyle: Multimodal Search Engine for Fashion and Interior Design	Jan 8, 2018	Retrieval	—Unverified
A Neural Network Model of the Entorhinal Cortex and Hippocampus for Event-order Memory Processing	Nov 20, 2021	Autonomous NavigationHippocampus	—Unverified
A Document-grounded Matching Network for Response Selection in Retrieval-based Chatbots	Jun 11, 2019	ChatbotRetrieval	—Unverified
Beyond Precision: A Study on Recall of Initial Retrieval with Neural Representations	Jul 22, 2018	Information RetrievalRe-Ranking	—Unverified

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All datasets Quora Question Pairs HotpotQA Natural Questions OK-VQA InfoSeek MVK Polyvore PubMedQA PubMedQA corpus with metadata ToolLens คลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	183.53	—	Unverified
2	Elasticsearch	Queries per second	21.8	—	Unverified
3	BM25-PT	Queries per second	6.49	—	Unverified
4	Rank-BM25	Queries per second	1.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	20.88	—	Unverified
2	Elasticsearch	Queries per second	7.11	—	Unverified
3	Rank-BM25	Queries per second	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	41.85	—	Unverified
2	Elasticsearch	Queries per second	12.16	—	Unverified
3	Rank-BM25	Queries per second	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FLMR	Recall@5	89.32	—	Unverified
2	RA-VQA	Recall@5	82.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PreFLMR	Recall@5	62.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP-KIS	text-to-video Mean Rank	30	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4Outfit	Recall@5	7.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COLT	COMP@	84.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hello	0L	1,121,222	—	Unverified