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 4341–4350 of 14297 papers

Title	Date	Tasks	Status	Hype
Retrieval-augmented Multi-modal Chain-of-Thoughts Reasoning for Large Language Models	Dec 4, 2023	Question AnsweringRetrieval	—Unverified	0
An AI-based solution for the cold start and data sparsity problems in the recommendation systems	Dec 4, 2023	Information RetrievalRecommendation Systems	—Unverified	0
A Glitch in the Matrix? Locating and Detecting Language Model Grounding with Fakepedia	Dec 4, 2023	counterfactualLanguage Modeling	CodeCode Available	0
Cross-Modal Adaptive Dual Association for Text-to-Image Person Retrieval	Dec 4, 2023	AttributeCross-Modal Person Re-Identification	—Unverified	0
How to Configure Good In-Context Sequence for Visual Question Answering	Dec 4, 2023	In-Context LearningQuestion Answering	CodeCode Available	1
Language-only Efficient Training of Zero-shot Composed Image Retrieval	Dec 4, 2023	Image RetrievalRetrieval	CodeCode Available	1
Task tree retrieval from FOON using search algorithms	Dec 2, 2023	Retrieval	—Unverified	0
Diffusion Handles: Enabling 3D Edits for Diffusion Models by Lifting Activations to 3D	Dec 2, 2023	3D Object RetrievalDepth Estimation	—Unverified	0
Towards leveraging LLMs for Conditional QA	Dec 2, 2023	Extractive Question-AnsweringQuestion Answering	—Unverified	0
Improve Supervised Representation Learning with Masked Image Modeling	Dec 1, 2023	DecoderImage Retrieval	—Unverified	0

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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