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 391–400 of 14297 papers

Title	Date	Tasks	Status	Hype
KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual Checking	Apr 3, 2024	Fact CheckingForm	CodeCode Available	2
Efficient Multi-Vector Dense Retrieval Using Bit Vectors	Apr 3, 2024	QuantizationRetrieval	CodeCode Available	2
ARAGOG: Advanced RAG Output Grading	Apr 1, 2024	Document EmbeddingLanguage Modeling	CodeCode Available	2
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys)	Mar 31, 2024	Collaborative FilteringRecommendation Systems	CodeCode Available	2
LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion	Mar 30, 2024	DiversityImage Generation	CodeCode Available	2
Composed Video Retrieval via Enriched Context and Discriminative Embeddings	Mar 25, 2024	Composed Video Retrieval (CoVR)Retrieval	CodeCode Available	2
Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based Retrievers	Mar 22, 2024	Information Retrieval	CodeCode Available	2
FollowIR: Evaluating and Teaching Information Retrieval Models to Follow Instructions	Mar 22, 2024	Information RetrievalRetrieval	CodeCode Available	2
Counting-Stars: A Multi-evidence, Position-aware, and Scalable Benchmark for Evaluating Long-Context Large Language Models	Mar 18, 2024	4kPosition	CodeCode Available	2
MindEye2: Shared-Subject Models Enable fMRI-To-Image With 1 Hour of Data	Mar 17, 2024	Image RetrievalRetrieval	CodeCode Available	2

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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