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 2491–2500 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Large-scale Landmark Retrieval/Recognition under a Noisy and Diverse Dataset	Jun 10, 2019	DiversityLandmark Recognition	CodeCode Available	1	5
OCoR: An Overlapping-Aware Code Retriever	Aug 12, 2020	Retrieval	CodeCode Available	1	5
CMT in TREC-COVID Round 2: Mitigating the Generalization Gaps from Web to Special Domain Search	Nov 3, 2020	Domain AdaptationFew-Shot Learning	CodeCode Available	1	5
Domain-invariant Similarity Activation Map Contrastive Learning for Retrieval-based Long-term Visual Localization	Sep 16, 2020	Autonomous DrivingContrastive Learning	CodeCode Available	1	5
BTR: Binary Token Representations for Efficient Retrieval Augmented Language Models	Oct 2, 2023	HallucinationRetrieval	CodeCode Available	1	5
Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration	Feb 1, 2024	Retrieval	CodeCode Available	1	5
LaB-RAG: Label Boosted Retrieval Augmented Generation for Radiology Report Generation	Nov 25, 2024	Image CaptioningRAG	CodeCode Available	1	5
ColBERT-XM: A Modular Multi-Vector Representation Model for Zero-Shot Multilingual Information Retrieval	Feb 23, 2024	Cross-Lingual TransferInformation Retrieval	CodeCode Available	1	5
Label-Retrieval-Augmented Diffusion Models for Learning from Noisy Labels	May 31, 2023	Image ClassificationRetrieval	CodeCode Available	1	5
COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted List	Apr 15, 2021	Information RetrievalRetrieval	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