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 1811–1820 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs	Oct 14, 2024	Graph Neural NetworkRAG	CodeCode Available	1	5
Chatting Makes Perfect: Chat-based Image Retrieval	May 31, 2023	Chat-based Image RetrievalImage Description	CodeCode Available	1	5
An Empirical Study of Vehicle Re-Identification on the AI City Challenge	May 20, 2021	DiversityRe-Ranking	CodeCode Available	1	5
O-CNN: Octree-based Convolutional Neural Networks for 3D Shape Analysis	Dec 5, 2017	3D Object ClassificationGPU	CodeCode Available	1	5
A Differentiable Semantic Metric Approximation in Probabilistic Embedding for Cross-Modal Retrieval	Dec 6, 2022	Cross-Modal RetrievalImage-text matching	CodeCode Available	1	5
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QA	May 2, 2020	Information RetrievalLanguage Modeling	CodeCode Available	1	5
Graph Optimal Transport for Cross-Domain Alignment	Jun 26, 2020	Graph MatchingImage Captioning	CodeCode Available	1	5
Graph-Embedding Empowered Entity Retrieval	May 6, 2020	Entity RetrievalGraph Embedding	CodeCode Available	1	5
ChatRetriever: Adapting Large Language Models for Generalized and Robust Conversational Dense Retrieval	Apr 21, 2024	Contrastive LearningConversational Search	CodeCode Available	1	5
Graph Neural Prompting with Large Language Models	Sep 27, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	1	5

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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