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 3651–3675 of 14297 papers

Title	Date	Tasks	Status	Score
Knowledge Corpus Error in Question Answering	Oct 27, 2023	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	5
KiloGrams: Very Large N-Grams for Malware Classification	Aug 1, 2019	ClassificationGeneral Classification	CodeCode Available	5
De-jargonizing Science for Journalists with GPT-4: A Pilot Study	Oct 15, 2024	Language ModelingLanguage Modelling	CodeCode Available	5
Better RAG using Relevant Information Gain	Jul 16, 2024	DiversityQuestion Answering	CodeCode Available	5
KidneyTalk-open: No-code Deployment of a Private Large Language Model with Medical Documentation-Enhanced Knowledge Database for Kidney Disease	Mar 6, 2025	ChunkingLanguage Modeling	CodeCode Available	5
KITAB: Evaluating LLMs on Constraint Satisfaction for Information Retrieval	Oct 24, 2023	Information RetrievalRetrieval	CodeCode Available	5
On the Interpolation of Contextualized Term-based Ranking with BM25 for Query-by-Example Retrieval	Oct 11, 2022	Retrieval	CodeCode Available	5
On the Merge of k-NN Graph	Aug 2, 2019	graph constructionInformation Retrieval	CodeCode Available	5
KIT's Multilingual Speech Translation System for IWSLT 2023	Jun 8, 2023	Data AugmentationRetrieval	CodeCode Available	5
Keyword Spotting Simplified: A Segmentation-Free Approach using Character Counting and CTC re-scoring	Aug 7, 2023	Keyword Spottingobject-detection	CodeCode Available	5
Convex Formulation of Multiple Instance Learning from Positive and Unlabeled Bags	Apr 22, 2017	Content-Based Image RetrievalImage Retrieval	CodeCode Available	5
Abstract, Rationale, Stance: A Joint Model for Scientific Claim Verification	Sep 13, 2021	Claim VerificationMachine Reading Comprehension	CodeCode Available	5
Keyword-driven Retrieval-Augmented Large Language Models for Cold-start User Recommendations	May 30, 2024	Recommendation SystemsRe-Ranking	CodeCode Available	5
KGR^4: Retrieval, Retrospect, Refine and Rethink for Commonsense Generation	Dec 15, 2021	RetrievalSentence	CodeCode Available	5
ConveRT for FAQ Answering	Aug 2, 2021	ChatbotRetrieval	CodeCode Available	5
KEPR: Knowledge Enhancement and Plausibility Ranking for Generative Commonsense Question Answering	May 15, 2023	Passage RetrievalQuestion Answering	CodeCode Available	5
CONVERSER: Few-Shot Conversational Dense Retrieval with Synthetic Data Generation	Sep 13, 2023	Conversational SearchIn-Context Learning	CodeCode Available	5
ATRI: Mitigating Multilingual Audio Text Retrieval Inconsistencies by Reducing Data Distribution Errors	Feb 20, 2025	AudioCapsContrastive Learning	CodeCode Available	5
A Massively Multilingual Analysis of Cross-linguality in Shared Embedding Space	Sep 13, 2021	RetrievalSentence	CodeCode Available	5
Denoising Table-Text Retrieval for Open-Domain Question Answering	Mar 26, 2024	DenoisingOpen-Domain Question Answering	CodeCode Available	5
Conversational Tree Search: A New Hybrid Dialog Task	Mar 17, 2023	Deep Reinforcement LearningInformation Retrieval	CodeCode Available	5
Text-to-SQL Generation for Question Answering on Electronic Medical Records	Jul 28, 2019	Information RetrievalQuestion Answering	CodeCode Available	5
Beyond 512 Tokens: Siamese Multi-depth Transformer-based Hierarchical Encoder for Long-Form Document Matching	Apr 26, 2020	ClusteringForm	CodeCode Available	5
Reducing Predictive Feature Suppression in Resource-Constrained Contrastive Image-Caption Retrieval	Apr 28, 2022	Contrastive LearningRetrieval	CodeCode Available	5
Key-Value Retrieval Networks for Task-Oriented Dialogue	May 15, 2017	Information RetrievalRetrieval	CodeCode Available	5

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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