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 8101–8125 of 14297 papers

Title	Date	Tasks	Status	Hype
DKPLM: Decomposable Knowledge-enhanced Pre-trained Language Model for Natural Language Understanding	Dec 2, 2021	Knowledge GraphsKnowledge Probing	—Unverified	0
ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction	Dec 2, 2021	Information RetrievalOpen-Domain Question Answering	CodeCode Available	2
Unsupervised Law Article Mining based on Deep Pre-Trained Language Representation Models with Application to the Italian Civil Code	Dec 2, 2021	ArticlesAttribute	—Unverified	0
InsCLR: Improving Instance Retrieval with Self-Supervision	Dec 2, 2021	Retrieval	CodeCode Available	1
Video-Text Pre-training with Learned Regions	Dec 2, 2021	Representation LearningRetrieval	CodeCode Available	1
CloudWalker: Random walks for 3D point cloud shape analysis	Dec 2, 2021	Retrieval	CodeCode Available	0
Multitask Learning based Deep Learning Model for Music Artist and Language Recognition	Dec 1, 2021	Information RetrievalMusic Information Retrieval	—Unverified	0
Comparative Analysis of Melodia and Time-Domain Adaptive Filtering based Model for Melody Extraction from Polyphonic Music	Dec 1, 2021	Information RetrievalMelody Extraction	—Unverified	0
DialogActs based Search and Retrieval for Response Generation in Conversation Systems	Dec 1, 2021	Response GenerationRetrieval	—Unverified	0
A Method to Disambiguate a Word by Using Restricted Boltzmann Machine	Dec 1, 2021	ArticlesInformation Retrieval	—Unverified	0
Multi-Turn Target-Guided Topic Prediction with Monte Carlo Tree Search	Dec 1, 2021	PredictionRetrieval	—Unverified	0
Object-aware Video-language Pre-training for Retrieval	Dec 1, 2021	ObjectRetrieval	CodeCode Available	1
Ranking Distance Calibration for Cross-Domain Few-Shot Learning	Dec 1, 2021	Cross-Domain Few-Shotcross-domain few-shot learning	—Unverified	0
Learning with Noisy Correspondence for Cross-modal Matching	Dec 1, 2021	Cross-Modal RetrievalCross-modal retrieval with noisy correspondence	CodeCode Available	1
Re-ranking for image retrieval and transductive few-shot classification	Dec 1, 2021	ClassificationFew-Shot Learning	—Unverified	0
Optimal Algorithms for Stochastic Contextual Preference Bandits	Dec 1, 2021	Decision MakingInformation Retrieval	—Unverified	0
Slow Learning and Fast Inference: Efficient Graph Similarity Computation via Knowledge Distillation	Dec 1, 2021	Anomaly DetectionGraph Neural Network	CodeCode Available	1
Noisy Adaptation Generates Lévy Flights in Attractor Neural Networks	Dec 1, 2021	Retrieval	—Unverified	0
Detecting Moments and Highlights in Videos via Natural Language Queries	Dec 1, 2021	DecoderMoment Retrieval	CodeCode Available	1
Joint Modeling of Visual Objects and Relations for Scene Graph Generation	Dec 1, 2021	Graph EmbeddingGraph Generation	—Unverified	0
Hypergraph Propagation and Community Selection for Objects Retrieval	Dec 1, 2021	Image RetrievalObject	CodeCode Available	1
Generalizable Multi-linear Attention Network	Dec 1, 2021	Multimodal Sentiment AnalysisRetrieval	—Unverified	0
TriBERT: Human-centric Audio-visual Representation Learning	Dec 1, 2021	Pose RetrievalRepresentation Learning	CodeCode Available	1
A^2-Net: Learning Attribute-Aware Hash Codes for Large-Scale Fine-Grained Image Retrieval	Dec 1, 2021	AttributeDecoder	CodeCode Available	0
Encoding Spatial Distribution of Convolutional Features for Texture Representation	Dec 1, 2021	Material RecognitionRetrieval	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