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 521–530 of 14297 papers

Title	Date	Tasks	Status	Hype
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions	Dec 20, 2022	HallucinationQuestion Answering	CodeCode Available	2
Semantic-Conditional Diffusion Networks for Image Captioning	Dec 6, 2022	Cross-Modal RetrievalDecoder	CodeCode Available	2
Melody transcription via generative pre-training	Dec 4, 2022	Chord RecognitionInformation Retrieval	CodeCode Available	2
Dense Text Retrieval based on Pretrained Language Models: A Survey	Nov 27, 2022	RetrievalSurvey	CodeCode Available	2
Roboflow 100: A Rich, Multi-Domain Object Detection Benchmark	Nov 24, 2022	2D Object DetectionImage Retrieval	CodeCode Available	2
RetroMAE v2: Duplex Masked Auto-Encoder For Pre-Training Retrieval-Oriented Language Models	Nov 16, 2022	Dimensionality ReductionInformation Retrieval	CodeCode Available	2
MMDialog: A Large-scale Multi-turn Dialogue Dataset Towards Multi-modal Open-domain Conversation	Nov 10, 2022	Multimodal Intent RecognitionRetrieval	CodeCode Available	2
Body Part-Based Representation Learning for Occluded Person Re-Identification	Nov 7, 2022	Human ParsingOccluded Person Re-Identification	CodeCode Available	2
When Language Model Meets Private Library	Oct 31, 2022	Code GenerationLanguage Modeling	CodeCode Available	2
Retrieval Oriented Masking Pre-training Language Model for Dense Passage Retrieval	Oct 27, 2022	Language ModelingLanguage Modelling	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