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 6751–6775 of 14297 papers

Title	Date	Tasks	Status	Hype
Recitation-Augmented Language Models	Oct 4, 2022	Natural QuestionsQuestion Answering	CodeCode Available	1
On Background Bias in Deep Metric Learning	Oct 4, 2022	Metric LearningRetrieval	CodeCode Available	0
ThinkSum: Probabilistic reasoning over sets using large language models	Oct 4, 2022	In-Context LearningRetrieval	—Unverified	0
A Framework for Web Services Retrieval Using Bio Inspired Clustering	Oct 4, 2022	ClusteringRetrieval	—Unverified	0
SpeechCLIP: Integrating Speech with Pre-Trained Vision and Language Model	Oct 3, 2022	Language ModelingLanguage Modelling	CodeCode Available	1
Complexity-Based Prompting for Multi-Step Reasoning	Oct 3, 2022	Date UnderstandingGSM8K	—Unverified	0
SPARC: Sparse Render-and-Compare for CAD model alignment in a single RGB image	Oct 3, 2022	Pose PredictionRetrieval	CodeCode Available	1
Contrastive Audio-Visual Masked Autoencoder	Oct 2, 2022	Audio ClassificationAudio Tagging	CodeCode Available	2
Loc-VAE: Learning Structurally Localized Representation from 3D Brain MR Images for Content-Based Image Retrieval	Oct 2, 2022	Content-Based Image RetrievalDimensionality Reduction	—Unverified	0
Long-Term Person Re-identification with Dramatic Appearance Change: Algorithm and Benchmark	Oct 1, 2022	Human ParsingPerson Re-Identification	CodeCode Available	1
Mitigating Data Shift of Biomedical Research Articles for Information Retrieval and Semantic Indexing	Oct 1, 2022	ArticlesInformation Retrieval	—Unverified	0
Multi-objective Representation Learning for Scientific Document Retrieval	Oct 1, 2022	Representation LearningRetrieval	CodeCode Available	0
TextGraphs-16 Natural Language Premise Selection Task: Zero-Shot Premise Selection with Prompting Generative Language Models	Oct 1, 2022	Automated Theorem ProvingInformation Retrieval	—Unverified	0
Query Processing and Optimization for a Custom Retrieval Language	Oct 1, 2022	Retrieval	CodeCode Available	0
Keyword-based Natural Language Premise Selection for an Automatic Mathematical Statement Proving	Oct 1, 2022	Automated Theorem ProvingInformation Retrieval	—Unverified	0
Overview of the Third Workshop on Scholarly Document Processing	Oct 1, 2022	Document SummarizationGraph Generation	—Unverified	0
Towards Robust Neural Retrieval with Source Domain Synthetic Pre-Finetuning	Oct 1, 2022	Data AugmentationDomain Generalization	—Unverified	0
DocQueryNet: Value Retrieval with Arbitrary Queries for Form-like Documents	Oct 1, 2022	document understandingForm	CodeCode Available	1
Dense Template Retrieval for Customer Support	Oct 1, 2022	Retrieval	—Unverified	0
Label Smoothing for Text Mining	Oct 1, 2022	Retrievaltext-classification	—Unverified	0
MuSeCLIR: A Multiple Senses and Cross-lingual Information Retrieval Dataset	Oct 1, 2022	Cross-Lingual Information RetrievalInformation Retrieval	CodeCode Available	0
Augmentation, Retrieval, Generation: Event Sequence Prediction with a Three-Stage Sequence-to-Sequence Approach	Oct 1, 2022	PredictionRetrieval	—Unverified	0
Repo4QA: Answering Coding Questions via Dense Retrieval on GitHub Repositories	Oct 1, 2022	Information RetrievalRetrieval	CodeCode Available	0
QualiAssistant: Extracting Qualia Structures from Texts	Oct 1, 2022	Argument MiningInformation Retrieval	—Unverified	0
Semantic Content Prediction for Generating Interviewing Dialogues to Elicit Users’ Food Preferences	Oct 1, 2022	Dialogue GenerationRetrieval	—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