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 1431–1440 of 14297 papers

Title	Date	Tasks	Status	Hype
Generating Synthetic Documents for Cross-Encoder Re-Rankers: A Comparative Study of ChatGPT and Human Experts	May 3, 2023	Re-RankingRetrieval	CodeCode Available	1
Understanding Differential Search Index for Text Retrieval	May 3, 2023	Information RetrievalRetrieval	CodeCode Available	1
Uncovering ChatGPT's Capabilities in Recommender Systems	May 3, 2023	Explainable RecommendationInformation Retrieval	CodeCode Available	1
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual Noise	May 2, 2023	counterfactualFew-Shot Learning	CodeCode Available	1
Multimodal Neural Databases	May 2, 2023	Information RetrievalMultimodal Deep Learning	CodeCode Available	1
LooPy: A Research-Friendly Mix Framework for Music Information Retrieval on Electronic Dance Music	May 1, 2023	Audio GenerationInformation Retrieval	CodeCode Available	1
Maximum Likelihood based Phase-Retrieval using Fresnel Propagation Forward Models with Optional Constraints	Apr 29, 2023	3D ReconstructionRetrieval	CodeCode Available	1
An Empirical Study of Multimodal Model Merging	Apr 28, 2023	modelRetrieval	CodeCode Available	1
Search-in-the-Chain: Interactively Enhancing Large Language Models with Search for Knowledge-intensive Tasks	Apr 28, 2023	Fact CheckingInformation Retrieval	CodeCode Available	1
From Association to Generation: Text-only Captioning by Unsupervised Cross-modal Mapping	Apr 26, 2023	DecoderImage Captioning	CodeCode Available	1

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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