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 1751–1760 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Eliminate Deviation with Deviation for Data Augmentation and a General Multi-modal Data Learning Method	Jan 21, 2021	Adversarial DefenseData Augmentation	CodeCode Available	1	5
CharacterBERT and Self-Teaching for Improving the Robustness of Dense Retrievers on Queries with Typos	Apr 1, 2022	Passage RetrievalRetrieval	CodeCode Available	1	5
Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language Models	Oct 15, 2023	CPUGPU	CodeCode Available	1	5
EgoCVR: An Egocentric Benchmark for Fine-Grained Composed Video Retrieval	Jul 23, 2024	Re-RankingRetrieval	CodeCode Available	1	5
EigenPlaces: Training Viewpoint Robust Models for Visual Place Recognition	Aug 21, 2023	GPUImage Retrieval	CodeCode Available	1	5
Eliminating Position Bias of Language Models: A Mechanistic Approach	Jul 1, 2024	Mathobject-detection	CodeCode Available	1	5
Multimodal Image-Text Matching Improves Retrieval-based Chest X-Ray Report Generation	Mar 29, 2023	Image CaptioningImage-text matching	CodeCode Available	1	5
ElasticHash: Semantic Image Similarity Search by Deep Hashing with Elasticsearch	May 8, 2023	Deep HashingImage Similarity Search	CodeCode Available	1	5
GMMFormer v2: An Uncertainty-aware Framework for Partially Relevant Video Retrieval	May 22, 2024	Partially Relevant Video RetrievalRetrieval	CodeCode Available	1	5
Agent-OM: Leveraging LLM Agents for Ontology Matching	Dec 1, 2023	Ontology MatchingRetrieval	CodeCode Available	1	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