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 2051–2075 of 14297 papers

Title	Date	Tasks	Status	Hype
Unified Instance and Knowledge Alignment Pretraining for Aspect-based Sentiment Analysis	Oct 26, 2021	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
TriBERT: Full-body Human-centric Audio-visual Representation Learning for Visual Sound Separation	Oct 26, 2021	Pose RetrievalRepresentation Learning	CodeCode Available	1
Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain Reasoning	Oct 25, 2021	Graph Question AnsweringImplicit Relations	CodeCode Available	1
Multimodal Semi-Supervised Learning for 3D Objects	Oct 22, 2021	3D ClassificationRetrieval	CodeCode Available	1
Wav2CLIP: Learning Robust Audio Representations From CLIP	Oct 21, 2021	Cross-Modal RetrievalImage Generation	CodeCode Available	1
Text-Based Person Search with Limited Data	Oct 20, 2021	BenchmarkingContrastive Learning	CodeCode Available	1
TLDR: Twin Learning for Dimensionality Reduction	Oct 18, 2021	Dimensionality ReductionRepresentation Learning	CodeCode Available	1
Compositional Attention: Disentangling Search and Retrieval	Oct 18, 2021	Retrieval	CodeCode Available	1
AugmentedCode: Examining the Effects of Natural Language Resources in Code Retrieval Models	Oct 16, 2021	Retrieval	CodeCode Available	1
PolyNet: Polynomial Neural Network for 3D Shape Recognition with PolyShape Representation	Oct 15, 2021	3D Object Classification3D Point Cloud Classification	CodeCode Available	1
Few-Shot Bot: Prompt-Based Learning for Dialogue Systems	Oct 15, 2021	ChatbotDialogue State Tracking	CodeCode Available	1
DialFact: A Benchmark for Fact-Checking in Dialogue	Oct 15, 2021	Claim VerificationFact Checking	CodeCode Available	1
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One?	Oct 13, 2021	Open-Domain Question AnsweringPassage Retrieval	CodeCode Available	1
MDERank: A Masked Document Embedding Rank Approach for Unsupervised Keyphrase Extraction	Oct 13, 2021	Contrastive LearningDocument Embedding	CodeCode Available	1
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
Efficient Neural Ranking using Forward Indexes	Oct 12, 2021	CPUDocument Ranking	CodeCode Available	1
ABO: Dataset and Benchmarks for Real-World 3D Object Understanding	Oct 12, 2021	3D ReconstructionMetric Learning	CodeCode Available	1
Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence Annotation	Oct 10, 2021	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	1
2nd Place Solution to Google Landmark Retrieval 2021	Oct 8, 2021	Image RetrievalPerson Re-Identification	CodeCode Available	1
Efficient large-scale image retrieval with deep feature orthogonality and Hybrid-Swin-Transformers	Oct 7, 2021	Image RetrievalLandmark Recognition	CodeCode Available	1
FooDI-ML: a large multi-language dataset of food, drinks and groceries images and descriptions	Oct 5, 2021	Conditional Image GenerationImage Generation	CodeCode Available	1
EntQA: Entity Linking as Question Answering	Oct 5, 2021	BenchmarkingEntity Linking	CodeCode Available	1
TopiOCQA: Open-domain Conversational Question Answering with Topic Switching	Oct 2, 2021	Conversational Question AnsweringQuestion Answering	CodeCode Available	1
Robust and Decomposable Average Precision for Image Retrieval	Oct 1, 2021	Image RetrievalMetric Learning	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