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 2491–2500 of 14297 papers

Title	Date	Tasks	Status
kNN Retrieval for Simple and Effective Zero-Shot Multi-speaker Text-to-Speech	Aug 20, 2024	RetrievalSelf-Supervised Learning	—Unverified
Reconciling Methodological Paradigms: Employing Large Language Models as Novice Qualitative Research Assistants in Talent Management Research	Aug 20, 2024	Information RetrievalManagement	—Unverified
Improving embedding with contrastive fine-tuning on small datasets with expert-augmented scores	Aug 19, 2024	RetrievalSemantic Textual Similarity	—Unverified
Enhanced document retrieval with topic embeddings	Aug 19, 2024	HallucinationRAG	—Unverified
Beyond Relevant Documents: A Knowledge-Intensive Approach for Query-Focused Summarization using Large Language Models	Aug 19, 2024	Language ModelingLanguage Modelling	—Unverified
BrewCLIP: A Bifurcated Representation Learning Framework for Audio-Visual Retrieval	Aug 19, 2024	Image RetrievalRepresentation Learning	—Unverified
Ranking Generated Answers: On the Agreement of Retrieval Models with Humans on Consumer Health Questions	Aug 19, 2024	Open-Ended Question AnsweringQuestion Answering	CodeCode Available
Multilingual Needle in a Haystack: Investigating Long-Context Behavior of Multilingual Large Language Models	Aug 19, 2024	8kInformation Retrieval	CodeCode Available
Fashion Image-to-Image Translation for Complementary Item Retrieval	Aug 19, 2024	Image RetrievalImage-to-Image Translation	—Unverified
Icing on the Cake: Automatic Code Summarization at Ericsson	Aug 19, 2024	Code SummarizationInformation Retrieval	—Unverified

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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