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 4101–4110 of 14297 papers

Title	Date	Tasks	Status	Score
Compositional Image Retrieval via Instruction-Aware Contrastive Learning	Dec 7, 2024	Contrastive LearningImage Retrieval	CodeCode Available	5
Improving Query Representations for Dense Retrieval with Pseudo Relevance Feedback: A Reproducibility Study	Dec 13, 2021	Retrieval	CodeCode Available	5
Improving Retrieval-Based Question Answering with Deep Inference Models	Dec 7, 2018	Information RetrievalNatural Language Inference	CodeCode Available	5
Improving the robustness of ImageNet classifiers using elements of human visual cognition	Jun 20, 2019	ClusteringRetrieval	CodeCode Available	5
Approximate Nearest Neighbour Search on Privacy-aware Encoding of User Locations to Identify Susceptible Infections in Simulated Epidemics	Apr 19, 2020	Information RetrievalRetrieval	CodeCode Available	5
Reducing Predictive Feature Suppression in Resource-Constrained Contrastive Image-Caption Retrieval	Apr 28, 2022	Contrastive LearningRetrieval	CodeCode Available	5
Match-Prompt: Improving Multi-task Generalization Ability for Neural Text Matching via Prompt Learning	Apr 6, 2022	Information RetrievalParaphrase Identification	CodeCode Available	5
Improving Multitask Retrieval by Promoting Task Specialization	Jul 1, 2023	Retrieval	CodeCode Available	5
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation Fusion	Jan 4, 2024	Natural Language UnderstandingNeural Architecture Search	CodeCode Available	5
Improving Medical Multi-modal Contrastive Learning with Expert Annotations	Mar 15, 2024	Contrastive LearningCross-Modal Retrieval	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