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 8001–8025 of 14297 papers

Title	Date	Tasks	Status	Hype
An Efficient Combinatorial Optimization Model Using Learning-to-Rank Distillation	Dec 24, 2021	Combinatorial OptimizationDeep Reinforcement Learning	CodeCode Available	0
TFW2V: An Enhanced Document Similarity Method for the Morphologically Rich Finnish Language	Dec 23, 2021	BenchmarkingClustering	CodeCode Available	0
Cross Modal Retrieval with Querybank Normalisation	Dec 23, 2021	Cross-Modal RetrievalMetric Learning	CodeCode Available	1
Learning and Crafting for the Wide Multiple Baseline Stereo	Dec 22, 2021	Retrieval	—Unverified	0
On Cross-Lingual Retrieval with Multilingual Text Encoders	Dec 21, 2021	Cross-Lingual TransferRe-Ranking	CodeCode Available	0
Extending CLIP for Category-to-image Retrieval in E-commerce	Dec 21, 2021	AttributeImage Retrieval	CodeCode Available	0
Multimodal Entity Tagging with Multimodal Knowledge Base	Dec 21, 2021	Information RetrievalRetrieval	CodeCode Available	0
Learning with Label Noise for Image Retrieval by Selecting Interactions	Dec 20, 2021	image-classificationImage Classification	—Unverified	0
Improved Topic modeling in Twitter through Community Pooling	Dec 20, 2021	Retrieval	—Unverified	0
Task-Oriented Multi-User Semantic Communications	Dec 19, 2021	Image RetrievalMachine Translation	—Unverified	0
MoCaNet: Motion Retargeting in-the-wild via Canonicalization Networks	Dec 19, 2021	3D ReconstructionAction Analysis	—Unverified	0
The Web Is Your Oyster -- Knowledge-Intensive NLP against a Very Large Web Corpus	Dec 18, 2021	Common Sense ReasoningRetrieval	CodeCode Available	1
Nearest neighbor search with compact codes: A decoder perspective	Dec 17, 2021	DecoderQuantization	—Unverified	0
Negative Sample is Negative in Its Own Way: Tailoring Negative Sentences for Image-Text Retrieval	Dec 17, 2021	Image-text RetrievalRetrieval	—Unverified	0
Cross-modal Contrastive Learning for Speech Translation	Dec 17, 2021	Contrastive LearningRetrieval	—Unverified	0
Towards Faithful Personalized Response Selection in Retrieval Based Dialog Systems	Dec 17, 2021	Retrieval	—Unverified	0
Understanding Attention for Vision-and-Language Tasks	Dec 17, 2021	Image GenerationImage Retrieval	—Unverified	0
Best of Both Worlds: A Hybrid Approach for Multi-Hop Explanation with Declarative Facts	Dec 17, 2021	Explanation GenerationRetrieval	—Unverified	0
Product Information Browsing Support System Using Analytic Hierarchy Process	Dec 17, 2021	Decision MakingInformation Retrieval	—Unverified	0
Audio Retrieval with Natural Language Queries: A Benchmark Study	Dec 17, 2021	AudioCapsAudio captioning	CodeCode Available	1
Rank4Class: A Ranking Formulation for Multiclass Classification	Dec 17, 2021	Classificationimage-classification	—Unverified	0
Sparsifying Sparse Representations for Passage Retrieval by Top-k Masking	Dec 17, 2021	Passage RetrievalRepresentation Learning	—Unverified	0
Align and Prompt: Video-and-Language Pre-training with Entity Prompts	Dec 17, 2021	cross-modal alignmentEntity Alignment	CodeCode Available	1
Challenge Dataset of Cognates and False Friend Pairs from Indian Languages	Dec 17, 2021	Information RetrievalMachine Translation	CodeCode Available	0
KAT: A Knowledge Augmented Transformer for Vision-and-Language	Dec 16, 2021	Answer GenerationDecoder	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