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 3081–3090 of 14297 papers

Title	Date	Tasks	Status	Hype
Async Learned User Embeddings for Ads Delivery Optimization	Jun 9, 2024	Graph LearningRecommendation Systems	—Unverified	0
RE-RAG: Improving Open-Domain QA Performance and Interpretability with Relevance Estimator in Retrieval-Augmented Generation	Jun 9, 2024	Document RankingNatural Questions	CodeCode Available	0
Hello Again! LLM-powered Personalized Agent for Long-term Dialogue	Jun 9, 2024	Response GenerationRetrieval	CodeCode Available	2
Retrieval & Fine-Tuning for In-Context Tabular Models	Jun 7, 2024	DiversityIn-Context Learning	—Unverified	0
The Factorization Curse: Which Tokens You Predict Underlie the Reversal Curse and More	Jun 7, 2024	Information RetrievalRetrieval	—Unverified	0
The Unmet Promise of Synthetic Training Images: Using Retrieved Real Images Performs Better	Jun 7, 2024	image-classificationImage Classification	CodeCode Available	0
Corpus Poisoning via Approximate Greedy Gradient Descent	Jun 7, 2024	Information RetrievalRAG	CodeCode Available	0
MATTER: Memory-Augmented Transformer Using Heterogeneous Knowledge Sources	Jun 7, 2024	Language ModelingLanguage Modelling	—Unverified	0
PQPP: A Joint Benchmark for Text-to-Image Prompt and Query Performance Prediction	Jun 7, 2024	Image GenerationImage Retrieval	CodeCode Available	0
Diving Deep into the Motion Representation of Video-Text Models	Jun 7, 2024	RetrievalText Retrieval	CodeCode Available	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