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

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Showing 526–550 of 14297 papers

Title	Date	Tasks	Status	Hype
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
PoseScript: Linking 3D Human Poses and Natural Language	Oct 21, 2022	Cross-Modal RetrievalImage Captioning	CodeCode Available	2
MuGER^2: Multi-Granularity Evidence Retrieval and Reasoning for Hybrid Question Answering	Oct 19, 2022	NavigateQuestion Answering	CodeCode Available	2
MedCLIP: Contrastive Learning from Unpaired Medical Images and Text	Oct 18, 2022	Contrastive LearningImage-text Retrieval	CodeCode Available	2
Making a MIRACL: Multilingual Information Retrieval Across a Continuum of Languages	Oct 18, 2022	Information RetrievalRetrieval	CodeCode Available	2
Long-Form Video-Language Pre-Training with Multimodal Temporal Contrastive Learning	Oct 12, 2022	Contrastive LearningForm	CodeCode Available	2
Retrieval Augmented Visual Question Answering with Outside Knowledge	Oct 7, 2022	Answer GenerationDiagnostic	CodeCode Available	2
Content-Based Search for Deep Generative Models	Oct 6, 2022	Contrastive LearningImage and Sketch based Model Retrieval	CodeCode Available	2
When and why vision-language models behave like bags-of-words, and what to do about it?	Oct 4, 2022	Contrastive LearningRetrieval	CodeCode Available	2
Contrastive Audio-Visual Masked Autoencoder	Oct 2, 2022	Audio ClassificationAudio Tagging	CodeCode Available	2
Diffusion Posterior Sampling for General Noisy Inverse Problems	Sep 29, 2022	DeblurringRetrieval	CodeCode Available	2
Multilingual Search with Subword TF-IDF	Sep 28, 2022	Information RetrievalRetrieval	CodeCode Available	2
CLIP-ViP: Adapting Pre-trained Image-Text Model to Video-Language Representation Alignment	Sep 14, 2022	RetrievalText Retrieval	CodeCode Available	2
Flow-Guided Transformer for Video Inpainting	Aug 14, 2022	RetrievalVideo Inpainting	CodeCode Available	2
Simplified State Space Layers for Sequence Modeling	Aug 9, 2022	Computational EfficiencyListOps	CodeCode Available	2
Atlas: Few-shot Learning with Retrieval Augmented Language Models	Aug 5, 2022	Fact CheckingFew-Shot Learning	CodeCode Available	2
Tip-Adapter: Training-free Adaption of CLIP for Few-shot Classification	Jul 19, 2022	RetrievalTransfer Learning	CodeCode Available	2
Egocentric Video-Language Pretraining @ EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2022	Jul 4, 2022	Language ModelingLanguage Modelling	CodeCode Available	2
Comprehending and Ordering Semantics for Image Captioning	Jun 14, 2022	Cross-Modal RetrievalImage Captioning	CodeCode Available	2
Uni-Perceiver-MoE: Learning Sparse Generalist Models with Conditional MoEs	Jun 9, 2022	Image CaptioningImage Classification	CodeCode Available	2
Revealing Single Frame Bias for Video-and-Language Learning	Jun 7, 2022	Action RecognitionFine-grained Action Recognition	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