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 3851–3860 of 14297 papers

Title	Date	Tasks	Status	Hype
Background Denoising for Ptychography via Wigner Distribution Deconvolution	Feb 23, 2024	DenoisingObject	—Unverified	0
CFIR: Fast and Effective Long-Text To Image Retrieval for Large Corpora	Feb 23, 2024	Computational EfficiencyImage Retrieval	CodeCode Available	0
ColBERT-XM: A Modular Multi-Vector Representation Model for Zero-Shot Multilingual Information Retrieval	Feb 23, 2024	Cross-Lingual TransferInformation Retrieval	CodeCode Available	1
Causal Graph Discovery with Retrieval-Augmented Generation based Large Language Models	Feb 23, 2024	Causal InferenceRetrieval	—Unverified	0
Assessing generalization capability of text ranking models in Polish	Feb 22, 2024	Domain GeneralizationInformation Retrieval	—Unverified	0
CLoVe: Encoding Compositional Language in Contrastive Vision-Language Models	Feb 22, 2024	Object RecognitionRetrieval	CodeCode Available	1
INSTRUCTIR: A Benchmark for Instruction Following of Information Retrieval Models	Feb 22, 2024	Information RetrievalInstruction Following	CodeCode Available	1
Tug-of-War Between Knowledge: Exploring and Resolving Knowledge Conflicts in Retrieval-Augmented Language Models	Feb 22, 2024	Retrieval	—Unverified	0
2D Matryoshka Sentence Embeddings	Feb 22, 2024	RAGRepresentation Learning	CodeCode Available	4
UFO: a Unified and Flexible Framework for Evaluating Factuality of Large Language Models	Feb 22, 2024	HallucinationRetrieval	CodeCode Available	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