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 4991–5000 of 14297 papers

Title	Date	Tasks	Status	Score
Generating Natural Questions About an Image	Mar 19, 2016	Image CaptioningNatural Questions	CodeCode Available	5
Expository Text Generation: Imitate, Retrieve, Paraphrase	May 5, 2023	Fact SelectionRetrieval	CodeCode Available	5
Table2Vec: Neural Word and Entity Embeddings for Table Population and Retrieval	May 31, 2019	Entity EmbeddingsLanguage Modeling	CodeCode Available	5
Expressing Visual Relationships via Language	Jun 18, 2019	DecoderImage Captioning	CodeCode Available	5
CNN Features off-the-shelf: an Astounding Baseline for Recognition	Mar 23, 2014	AttributeGeneral Classification	CodeCode Available	5
Generalizing Conversational Dense Retrieval via LLM-Cognition Data Augmentation	Feb 11, 2024	Contrastive LearningConversational Search	CodeCode Available	5
ExprGAN: Facial Expression Editing with Controllable Expression Intensity	Sep 12, 2017	Data AugmentationDecoder	CodeCode Available	5
CNN Image Retrieval Learns from BoW: Unsupervised Fine-Tuning with Hard Examples	Apr 8, 2016	Image RetrievalRetrieval	CodeCode Available	5
An Unsupervised Normalization Algorithm for Noisy Text: A Case Study for Information Retrieval and Stance Detection	Jan 9, 2021	Information RetrievalOptical Character Recognition (OCR)	CodeCode Available	5
Generalizing A Person Retrieval Model Hetero- and Homogeneously	Sep 1, 2018	Domain Adaptationmodel	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