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 3301–3310 of 14297 papers

Title	Date	Tasks	Status
Unleashing the Power of LLMs in Dense Retrieval with Query Likelihood Modeling	Apr 7, 2025	Information RetrievalLanguage Modeling	—Unverified
Evaluating Knowledge Graph Based Retrieval Augmented Generation Methods under Knowledge Incompleteness	Apr 7, 2025	Knowledge GraphsLanguage Modeling	—Unverified
AI for Climate Finance: Agentic Retrieval and Multi-Step Reasoning for Early Warning System Investments	Apr 7, 2025	Few-Shot LearningRAG	—Unverified
CCSK:Cognitive Convection of Self-Knowledge Based Retrieval Augmentation for Large Language Models	Apr 7, 2025	Information RetrievalRAG	—Unverified
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models	Apr 6, 2025	RetrievalSequential Recommendation	—Unverified
How Relevance Emerges: Interpreting LoRA Fine-Tuning in Reranking LLMs	Apr 5, 2025	Information RetrievalPassage Reranking	—Unverified
QE-RAG: A Robust Retrieval-Augmented Generation Benchmark for Query Entry Errors	Apr 5, 2025	Contrastive LearningRAG	—Unverified
UniRVQA: A Unified Framework for Retrieval-Augmented Vision Question Answering via Self-Reflective Joint Training	Apr 5, 2025	ArticlesQuestion Answering	—Unverified
Multilingual Retrieval-Augmented Generation for Knowledge-Intensive Task	Apr 4, 2025	Open-Domain Question AnsweringQuestion Answering	—Unverified
Learning Sparse Disentangled Representations for Multimodal Exclusion Retrieval	Apr 4, 2025	Cross-Modal RetrievalDisentanglement	—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