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 1571–1580 of 14297 papers

Title	Date	Tasks	Status	Hype
Noise-aware Learning from Web-crawled Image-Text Data for Image Captioning	Dec 27, 2022	Image CaptioningImage Retrieval	CodeCode Available	1
MVTN: Learning Multi-View Transformations for 3D Understanding	Dec 27, 2022	3D Classification3D Shape Classification	CodeCode Available	1
Multi-queue Momentum Contrast for Microvideo-Product Retrieval	Dec 22, 2022	Representation LearningRetrieval	CodeCode Available	1
Parallel Context Windows for Large Language Models	Dec 21, 2022	In-Context LearningPlaying the Game of 2048	CodeCode Available	1
Multi-hop Evidence Retrieval for Cross-document Relation Extraction	Dec 21, 2022	RelationRelation Extraction	CodeCode Available	1
Data Curation Alone Can Stabilize In-context Learning	Dec 20, 2022	DiversityIn-Context Learning	CodeCode Available	1
When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories	Dec 20, 2022	Knowledge ProbingMemorization	CodeCode Available	1
Position-guided Text Prompt for Vision-Language Pre-training	Dec 19, 2022	Cross-Modal RetrievalImage Captioning	CodeCode Available	1
SESCORE2: Learning Text Generation Evaluation via Synthesizing Realistic Mistakes	Dec 19, 2022	Dialogue GenerationMachine Translation	CodeCode Available	1
Query-as-context Pre-training for Dense Passage Retrieval	Dec 19, 2022	Contrastive LearningPassage Retrieval	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