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 991–1000 of 14297 papers

Title	Date	Tasks	Status	Hype
RAR-b: Reasoning as Retrieval Benchmark	Apr 9, 2024	Information RetrievalRAG	CodeCode Available	1
Retrieval-Augmented Open-Vocabulary Object Detection	Apr 8, 2024	Language ModelingLanguage Modelling	CodeCode Available	1
CBR-RAG: Case-Based Reasoning for Retrieval Augmented Generation in LLMs for Legal Question Answering	Apr 4, 2024	Language ModelingLanguage Modelling	CodeCode Available	1
Outlier-Efficient Hopfield Layers for Large Transformer-Based Models	Apr 4, 2024	BenchmarkingQuantization	CodeCode Available	1
CONFLARE: CONFormal LArge language model REtrieval	Apr 4, 2024	Conformal PredictionLanguage Modeling	CodeCode Available	1
How Easily do Irrelevant Inputs Skew the Responses of Large Language Models?	Apr 4, 2024	Retrieval	CodeCode Available	1
RAT: Retrieval-Augmented Transformer for Click-Through Rate Prediction	Apr 2, 2024	Click-Through Rate PredictionRetrieval	CodeCode Available	1
CLAPNQ: Cohesive Long-form Answers from Passages in Natural Questions for RAG systems	Apr 2, 2024	FormLong Form Question Answering	CodeCode Available	1
Query Performance Prediction using Relevance Judgments Generated by Large Language Models	Apr 1, 2024	Information RetrievalLanguage Modelling	CodeCode Available	1
Generative Retrieval as Multi-Vector Dense Retrieval	Mar 31, 2024	DecoderRetrieval	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