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 881–890 of 14297 papers

Title	Date	Tasks	Status	Hype
CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal Federated Learning with Missing Modalities	Jul 11, 2024	Data AugmentationFederated Learning	CodeCode Available	1
Large language models are good medical coders, if provided with tools	Jul 6, 2024	Language ModelingLanguage Modelling	CodeCode Available	1
An Interactive Multi-modal Query Answering System with Retrieval-Augmented Large Language Models	Jul 5, 2024	Answer GenerationContrastive Learning	CodeCode Available	1
Contrast then Memorize: Semantic Neighbor Retrieval-Enhanced Inductive Multimodal Knowledge Graph Completion	Jul 3, 2024	Contrastive LearningKnowledge Graph Completion	CodeCode Available	1
AdaCQR: Enhancing Query Reformulation for Conversational Search via Sparse and Dense Retrieval Alignment	Jul 2, 2024	Context Query ReformulationConversational Search	CodeCode Available	1
SignCLIP: Connecting Text and Sign Language by Contrastive Learning	Jul 1, 2024	Contrastive LearningRetrieval	CodeCode Available	1
Eliminating Position Bias of Language Models: A Mechanistic Approach	Jul 1, 2024	Mathobject-detection	CodeCode Available	1
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables	Jun 29, 2024	Fact VerificationMathematical Reasoning	CodeCode Available	1
Learning Interpretable Legal Case Retrieval via Knowledge-Guided Case Reformulation	Jun 28, 2024	ArticlesFairness	CodeCode Available	1
SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation	Jun 27, 2024	Question AnsweringRAG	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