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 8376–8400 of 14297 papers

Title	Date	Tasks	Status	Hype
Exploring Dense Retrieval for Dialogue Response Selection	Oct 13, 2021	Conversational Response SelectionRetrieval	CodeCode Available	1
Learning Discrete Representations via Constrained Clustering for Effective and Efficient Dense Retrieval	Oct 12, 2021	ClusteringConstrained Clustering	CodeCode Available	1
Optimizing Ranking Systems Online as Bandits	Oct 12, 2021	Learning-To-RankOnline Ranker Evaluation	—Unverified	0
ABO: Dataset and Benchmarks for Real-World 3D Object Understanding	Oct 12, 2021	3D ReconstructionMetric Learning	CodeCode Available	1
Efficient Neural Ranking using Forward Indexes	Oct 12, 2021	CPUDocument Ranking	CodeCode Available	1
Exploring Content Based Image Retrieval for Highly Imbalanced Melanoma Data using Style Transfer, Semantic Image Segmentation and Ensemble Learning	Oct 12, 2021	Content-Based Image RetrievalEnsemble Learning	—Unverified	0
PanopTOP: a framework for generating viewpoint-invariant human pose estimation datasets	Oct 11, 2021	Pose EstimationPose Retrieval	CodeCode Available	0
ViSeRet: A simple yet effective approach to moment retrieval via fine-grained video segmentation	Oct 11, 2021	Moment RetrievalRetrieval	—Unverified	0
Automatic Recall of Software Lessons Learned for Software Project Managers	Oct 11, 2021	Information RetrievalRetrieval	—Unverified	0
Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence Annotation	Oct 10, 2021	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	1
Digging Into Self-Supervised Learning of Feature Descriptors	Oct 10, 2021	Image-Based LocalizationImage Retrieval	—Unverified	0
Fast and Robust Structural Damage Analysis of Civil Infrastructure Using UAV Imagery	Oct 10, 2021	object-detectionObject Detection	—Unverified	0
Are Words the Quanta of Human Language? Extending the Domain of Quantum Cognition	Oct 10, 2021	Cultural Vocal Bursts Intensity PredictionInformation Retrieval	—Unverified	0
Google Landmark Retrieval 2021 Competition Third Place Solution	Oct 9, 2021	Retrieval	—Unverified	0
Two-stage Visual Cues Enhancement Network for Referring Image Segmentation	Oct 9, 2021	Image SegmentationRetrieval	CodeCode Available	0
A Feature Consistency Driven Attention Erasing Network for Fine-Grained Image Retrieval	Oct 9, 2021	Image RetrievalRetrieval	—Unverified	0
RPT: Toward Transferable Model on Heterogeneous Researcher Data via Pre-Training	Oct 8, 2021	RetrievalSelf-Supervised Learning	CodeCode Available	0
KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering	Oct 8, 2021	Answer GenerationDecoder	—Unverified	0
2nd Place Solution to Google Landmark Retrieval 2021	Oct 8, 2021	Image RetrievalPerson Re-Identification	CodeCode Available	1
Representation of professions in entertainment media: Insights into frequency and sentiment trends through computational text analysis	Oct 8, 2021	Cultural Vocal Bursts Intensity PredictionRetrieval	CodeCode Available	0
CheerBots: Chatbots toward Empathy and Emotionusing Reinforcement Learning	Oct 8, 2021	ChatbotDeep Reinforcement Learning	—Unverified	0
Adversarial Retriever-Ranker for dense text retrieval	Oct 7, 2021	Natural QuestionsRetrieval	—Unverified	0
GeSERA: General-domain Summary Evaluation by Relevance Analysis	Oct 7, 2021	Information RetrievalPOS	—Unverified	0
Efficient large-scale image retrieval with deep feature orthogonality and Hybrid-Swin-Transformers	Oct 7, 2021	Image RetrievalLandmark Recognition	CodeCode Available	1
Reversible Attack based on Local Visual Adversarial Perturbation	Oct 6, 2021	Adversarial AttackAutonomous Driving	—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