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 521–530 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
Document Expansion by Query Prediction	Apr 17, 2019	Passage Re-RankingPrediction	CodeCode Available	2	5
BEVPlace: Learning LiDAR-based Place Recognition using Bird's Eye View Images	Feb 28, 2023	Retrieval	CodeCode Available	2	5
Disentangling Memory and Reasoning Ability in Large Language Models	Nov 20, 2024	Decision MakingRetrieval	CodeCode Available	2	5
Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge Enhancement	Mar 31, 2025	HallucinationRAG	CodeCode Available	2	5
Distillation Enhanced Generative Retrieval	Feb 16, 2024	RetrievalText Retrieval	CodeCode Available	2	5
DISC-FinLLM: A Chinese Financial Large Language Model based on Multiple Experts Fine-tuning	Oct 23, 2023	Language ModelingLanguage Modelling	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
AIR-Bench: Automated Heterogeneous Information Retrieval Benchmark	Dec 17, 2024	Information RetrievalRetrieval	CodeCode Available	2	5
Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation	Mar 3, 2025	Representation LearningRetrieval	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