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 2101–2110 of 14297 papers

Title	Date	Tasks	Status	Hype
Knowledge Enhanced Fine-Tuning for Better Handling Unseen Entities in Dialogue Generation	Sep 12, 2021	Dialogue GenerationRetrieval	CodeCode Available	1
DSSL: Deep Surroundings-person Separation Learning for Text-based Person Retrieval	Sep 12, 2021	Person RetrievalRetrieval	CodeCode Available	1
An Objective Metric for Explainable AI: How and Why to Estimate the Degree of Explainability	Sep 11, 2021	Decision MakingInformation Retrieval	CodeCode Available	1
Contrastive Quantization with Code Memory for Unsupervised Image Retrieval	Sep 11, 2021	Contrastive LearningDeep Hashing	CodeCode Available	1
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA	Sep 10, 2021	Image CaptioningQuestion Answering	CodeCode Available	1
Weakly-Supervised Visual-Retriever-Reader for Knowledge-based Question Answering	Sep 9, 2021	Question AnsweringRetrieval	CodeCode Available	1
Efficient Nearest Neighbor Language Models	Sep 9, 2021	Domain AdaptationLanguage Modeling	CodeCode Available	1
Improving Deep Metric Learning by Divide and Conquer	Sep 9, 2021	Image RetrievalMetric Learning	CodeCode Available	1
Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss	Sep 9, 2021	Mixture-of-ExpertsRetrieval	CodeCode Available	1
Learning with Holographic Reduced Representations	Sep 5, 2021	Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION	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