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 3821–3830 of 14297 papers

Title	Date	Tasks	Status
Hybrid Losses for Hierarchical Embedding Learning	Jan 22, 2025	Multi-Task LearningRetrieval	CodeCode Available
WisdomBot: Tuning Large Language Models with Artificial Intelligence Knowledge	Jan 22, 2025	Retrieval	—Unverified
Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home	Jan 22, 2025	Question AnsweringRAG	—Unverified
Optimizing Leaky Private Information Retrieval Codes to Achieve O( K) Leakage Ratio Exponent	Jan 21, 2025	Information RetrievalRetrieval	—Unverified
ALoFTRAG: Automatic Local Fine Tuning for Retrieval Augmented Generation	Jan 21, 2025	Language ModelingLanguage Modelling	CodeCode Available
Multi-Modality Transformer for E-Commerce: Inferring User Purchase Intention to Bridge the Query-Product Gap	Jan 21, 2025	Retrieval	—Unverified
MASS: Overcoming Language Bias in Image-Text Matching	Jan 20, 2025	Image-text matchingImage-text Retrieval	—Unverified
Poison-RAG: Adversarial Data Poisoning Attacks on Retrieval-Augmented Generation in Recommender Systems	Jan 20, 2025	Data AugmentationData Poisoning	CodeCode Available
Question-to-Question Retrieval for Hallucination-Free Knowledge Access: An Approach for Wikipedia and Wikidata Question Answering	Jan 20, 2025	Answer GenerationComputational Efficiency	—Unverified
KEIR @ ECIR 2025: The Second Workshop on Knowledge-Enhanced Information Retrieval	Jan 20, 2025	Information RetrievalRetrieval	—Unverified

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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