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 2381–2390 of 14297 papers

Title	Date	Tasks	Status	Hype
Citation-Enhanced Generation for LLM-based Chatbots	Feb 25, 2024	ChatbotCitation Prediction	CodeCode Available	1
GMMFormer: Gaussian-Mixture-Model Based Transformer for Efficient Partially Relevant Video Retrieval	Oct 8, 2023	Partially Relevant Video RetrievalRetrieval	CodeCode Available	1
Cross-Modal Retrieval: A Systematic Review of Methods and Future Directions	Aug 28, 2023	Cross-Modal RetrievalRetrieval	CodeCode Available	1
COBRA: Contrastive Bi-Modal Representation Algorithm	May 7, 2020	Cross-Modal RetrievalImage Captioning	CodeCode Available	1
Google Landmarks Dataset v2 -- A Large-Scale Benchmark for Instance-Level Recognition and Retrieval	Apr 3, 2020	Image RetrievalLandmark Recognition	CodeCode Available	1
CityFlow-NL: Tracking and Retrieval of Vehicles at City Scale by Natural Language Descriptions	Jan 12, 2021	Multi-Object TrackingObject Tracking	CodeCode Available	1
GOTPR: General Outdoor Text-based Place Recognition Using Scene Graph Retrieval with OpenStreetMap	Jan 15, 2025	Retrieval	CodeCode Available	1
GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval	Dec 14, 2021	Domain AdaptationRetrieval	CodeCode Available	1
GPT-RE: In-context Learning for Relation Extraction using Large Language Models	May 3, 2023	In-Context LearningRelation	CodeCode Available	1
Crisscrossed Captions: Extended Intramodal and Intermodal Semantic Similarity Judgments for MS-COCO	Apr 30, 2020	Image CaptioningRepresentation Learning	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