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 3551–3560 of 14297 papers

Title	Date	Tasks	Status	Hype
Dwell in the Beginning: How Language Models Embed Long Documents for Dense Retrieval	Apr 5, 2024	DecoderLanguage Modeling	CodeCode Available	0
Assisting humans in complex comparisons: automated information comparison at scale	Apr 5, 2024	Abstractive Text SummarizationRetrieval	—Unverified	0
Assessing the quality of information extraction	Apr 5, 2024	Retrieval	—Unverified	0
A Comparison of Methods for Evaluating Generative IR	Apr 5, 2024	Information RetrievalLanguage Modelling	CodeCode Available	0
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
Uniform Memory Retrieval with Larger Capacity for Modern Hopfield Models	Apr 4, 2024	Retrieval	CodeCode Available	0
CONFLARE: CONFormal LArge language model REtrieval	Apr 4, 2024	Conformal PredictionLanguage Modeling	CodeCode Available	1
GenQREnsemble: Zero-Shot LLM Ensemble Prompting for Generative Query Reformulation	Apr 4, 2024	Passage RankingRetrieval	—Unverified	0
Do Large Language Models Rank Fairly? An Empirical Study on the Fairness of LLMs as Rankers	Apr 4, 2024	FairnessInformation Retrieval	—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