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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 3831–3840 of 14297 papers

Title	Date	Tasks	Status	Hype
UniRetriever: Multi-task Candidates Selection for Various Context-Adaptive Conversational Retrieval	Feb 26, 2024	Information RetrievalRetrieval	—Unverified	0
RetrievalQA: Assessing Adaptive Retrieval-Augmented Generation for Short-form Open-Domain Question Answering	Feb 26, 2024	FormOpen-Domain Question Answering	CodeCode Available	2
Multi-Task Contrastive Learning for 8192-Token Bilingual Text Embeddings	Feb 26, 2024	Contrastive LearningMulti-Task Learning	—Unverified	0
Generative Retrieval with Large Language Models	Feb 26, 2024	PositionRetrieval	—Unverified	0
PerLTQA: A Personal Long-Term Memory Dataset for Memory Classification, Retrieval, and Synthesis in Question Answering	Feb 26, 2024	Question AnsweringRetrieval	—Unverified	0
Chain-of-Discussion: A Multi-Model Framework for Complex Evidence-Based Question Answering	Feb 26, 2024	Evidence SelectionOpen-Ended Question Answering	CodeCode Available	4
Evaluating Robustness of Generative Search Engine on Adversarial Factual Questions	Feb 25, 2024	RetrievalRetrieval-augmented Generation	—Unverified	0
RAM-EHR: Retrieval Augmentation Meets Clinical Predictions on Electronic Health Records	Feb 25, 2024	Retrieval	CodeCode Available	1
Gender Biased Legal Case Retrieval System on Users' Decision Process	Feb 25, 2024	Retrieval	—Unverified	0
Pfeed: Generating near real-time personalized feeds using precomputed embedding similarities	Feb 25, 2024	DiversityRecommendation Systems	—Unverified	0

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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