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 501–510 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language Models	Mar 15, 2024	RAGRetrieval	CodeCode Available	2	5
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML	Oct 3, 2024	AutoMLCode Generation	CodeCode Available	2	5
EarthLoc: Astronaut Photography Localization by Indexing Earth from Space	Mar 11, 2024	Data AugmentationDisaster Response	CodeCode Available	2	5
Efficient Inverted Indexes for Approximate Retrieval over Learned Sparse Representations	Apr 29, 2024	RetrievalText Retrieval	CodeCode Available	2	5
Benchmarking Retrieval-Augmented Generation in Multi-Modal Contexts	Feb 24, 2025	BenchmarkingFact Verification	CodeCode Available	2	5
Autoregressive Search Engines: Generating Substrings as Document Identifiers	Apr 22, 2022	Information RetrievalRetrieval	CodeCode Available	2	5
Document Expansion by Query Prediction	Apr 17, 2019	Passage Re-RankingPrediction	CodeCode Available	2	5
Distillation Enhanced Generative Retrieval	Feb 16, 2024	RetrievalText Retrieval	CodeCode Available	2	5
DISC-LawLLM: Fine-tuning Large Language Models for Intelligent Legal Services	Sep 20, 2023	Language ModellingLarge Language Model	CodeCode Available	2	5
Benchmarking Large Language Models in Retrieval-Augmented Generation	Sep 4, 2023	Benchmarkingcounterfactual	CodeCode Available	2	5

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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