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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 471–480 of 14297 papers

Title	Date	Tasks	Status	Hype
UniVTG: Towards Unified Video-Language Temporal Grounding	Jul 31, 2023	Highlight DetectionMoment Retrieval	CodeCode Available	2
TabR: Tabular Deep Learning Meets Nearest Neighbors in 2023	Jul 26, 2023	Deep LearningRetrieval	CodeCode Available	2
Animate-A-Story: Storytelling with Retrieval-Augmented Video Generation	Jul 13, 2023	RetrievalVideo Generation	CodeCode Available	2
Generating Benchmarks for Factuality Evaluation of Language Models	Jul 13, 2023	Language ModelingLanguage Modelling	CodeCode Available	2
InPars Toolkit: A Unified and Reproducible Synthetic Data Generation Pipeline for Neural Information Retrieval	Jul 10, 2023	GPUInformation Retrieval	CodeCode Available	2
Lost in the Middle: How Language Models Use Long Contexts	Jul 6, 2023	Language ModellingPosition	CodeCode Available	2
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information Retrieval	Jul 2, 2023	Biomedical Information RetrievalContrastive Learning	CodeCode Available	2
LeanDojo: Theorem Proving with Retrieval-Augmented Language Models	Jun 27, 2023	Automated Theorem ProvingGPU	CodeCode Available	2
RS5M and GeoRSCLIP: A Large Scale Vision-Language Dataset and A Large Vision-Language Model for Remote Sensing	Jun 20, 2023	Cross-Modal RetrievalImage Retrieval	CodeCode Available	2
RemoteCLIP: A Vision Language Foundation Model for Remote Sensing	Jun 19, 2023	ClassificationCross-Modal Retrieval	CodeCode Available	2

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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