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 3071–3080 of 14297 papers

Title	Date	Tasks	Status	Hype
Efficient k-Nearest-Neighbor Machine Translation with Dynamic Retrieval	Jun 10, 2024	Domain AdaptationMachine Translation	CodeCode Available	0
2DP-2MRC: 2-Dimensional Pointer-based Machine Reading Comprehension Method for Multimodal Moment Retrieval	Jun 10, 2024	Boundary DetectionMachine Reading Comprehension	—Unverified	0
Recurrent Context Compression: Efficiently Expanding the Context Window of LLM	Jun 10, 2024	Long-Context UnderstandingQuestion Answering	CodeCode Available	2
Enhancing Long-Term Memory using Hierarchical Aggregate Tree for Retrieval Augmented Generation	Jun 10, 2024	RetrievalRetrieval-augmented Generation	—Unverified	0
DomainRAG: A Chinese Benchmark for Evaluating Domain-specific Retrieval-Augmented Generation	Jun 9, 2024	Common Sense ReasoningDenoising	CodeCode Available	1
GrowOVER: How Can LLMs Adapt to Growing Real-World Knowledge?	Jun 9, 2024	Language ModelingLanguage Modelling	CodeCode Available	0
MrRank: Improving Question Answering Retrieval System through Multi-Result Ranking Model	Jun 9, 2024	Information RetrievalLearning-To-Rank	—Unverified	0
Beat: Bi-directional One-to-Many Embedding Alignment for Text-based Person Retrieval	Jun 9, 2024	Image-text RetrievalPerson Retrieval	—Unverified	0
Hello Again! LLM-powered Personalized Agent for Long-term Dialogue	Jun 9, 2024	Response GenerationRetrieval	CodeCode Available	2
Async Learned User Embeddings for Ads Delivery Optimization	Jun 9, 2024	Graph LearningRecommendation 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