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 1031–1040 of 14297 papers

Title	Date	Tasks	Status	Hype
RNNs are not Transformers (Yet): The Key Bottleneck on In-context Retrieval	Feb 28, 2024	RAGRetrieval	CodeCode Available	1
WIKIGENBENCH: Exploring Full-length Wikipedia Generation under Real-World Scenario	Feb 28, 2024	ArticlesRAG	CodeCode Available	1
Multimodal Learned Sparse Retrieval with Probabilistic Expansion Control	Feb 27, 2024	GPUImage Retrieval	CodeCode Available	1
REAR: A Relevance-Aware Retrieval-Augmented Framework for Open-Domain Question Answering	Feb 27, 2024	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	1
Follow My Instruction and Spill the Beans: Scalable Data Extraction from Retrieval-Augmented Generation Systems	Feb 27, 2024	Instruction FollowingRAG	CodeCode Available	1
Natural Language Processing Methods for Symbolic Music Generation and Information Retrieval: a Survey	Feb 27, 2024	Information RetrievalMusic Generation	CodeCode Available	1
Citation-Enhanced Generation for LLM-based Chatbots	Feb 25, 2024	ChatbotCitation Prediction	CodeCode Available	1
RAM-EHR: Retrieval Augmentation Meets Clinical Predictions on Electronic Health Records	Feb 25, 2024	Retrieval	CodeCode Available	1
ListT5: Listwise Reranking with Fusion-in-Decoder Improves Zero-shot Retrieval	Feb 24, 2024	DecoderReranking	CodeCode Available	1
Self-Retrieval: End-to-End Information Retrieval with One Large Language Model	Feb 23, 2024	Information RetrievalLanguage Modeling	CodeCode Available	1

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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