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

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Showing 2831–2840 of 14297 papers

Title	Date	Tasks	Status	Score
Learning vs Retrieval: The Role of In-Context Examples in Regression with LLMs	Sep 6, 2024	In-Context LearningMeta-Learning	CodeCode Available	5
Advancing Natural-Language Based Audio Retrieval with PaSST and Large Audio-Caption Data Sets	Aug 8, 2023	RetrievalText to Audio Retrieval	CodeCode Available	5
Learning with Average Precision: Training Image Retrieval with a Listwise Loss	Jun 18, 2019	Image RetrievalRetrieval	CodeCode Available	5
Learning Without Loss	Oct 29, 2019	Retrieval	CodeCode Available	5
An Integrated Approach for Keyphrase Generation via Exploring the Power of Retrieval and Extraction	Apr 6, 2019	Keyphrase GenerationMulti-Task Learning	CodeCode Available	5
BIRCO: A Benchmark of Information Retrieval Tasks with Complex Objectives	Feb 21, 2024	Information RetrievalLanguage Modeling	CodeCode Available	5
Supervised Online Hashing via Hadamard Codebook Learning	Apr 28, 2019	RetrievalSemantic Similarity	CodeCode Available	5
Learning Visual Actions Using Multiple Verb-Only Labels	Jul 25, 2019	Action RecognitionCross-Modal Retrieval	CodeCode Available	5
Advancing Image Retrieval with Few-Shot Learning and Relevance Feedback	Dec 18, 2023	Binary ClassificationClassification	CodeCode Available	5
Learning Unseen Modality Interaction	Jun 22, 2023	RetrievalVideo Classification	CodeCode Available	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