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 641–650 of 14297 papers

Title	Date	Tasks	Status	Hype
The Future is Sparse: Embedding Compression for Scalable Retrieval in Recommender Systems	May 16, 2025	Recommendation SystemsRetrieval	CodeCode Available	1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge Graphs	May 16, 2025	Information RetrievalKnowledge Graphs	CodeCode Available	1
Finetune-RAG: Fine-Tuning Language Models to Resist Hallucination in Retrieval-Augmented Generation	May 16, 2025	HallucinationRAG	CodeCode Available	1
Hierarchical Document Refinement for Long-context Retrieval-augmented Generation	May 15, 2025	Multi-Task LearningRAG	CodeCode Available	1
ReCDAP: Relation-Based Conditional Diffusion with Attention Pooling for Few-Shot Knowledge Graph Completion	May 12, 2025	Information RetrievalKnowledge Graph Completion	CodeCode Available	1
Efficient and Reproducible Biomedical Question Answering using Retrieval Augmented Generation	May 12, 2025	Question AnsweringRAG	CodeCode Available	1
MacRAG: Compress, Slice, and Scale-up for Multi-Scale Adaptive Context RAG	May 10, 2025	RAGRetrieval	CodeCode Available	1
Retrieval Augmented Time Series Forecasting	May 7, 2025	RetrievalTime Series	CodeCode Available	1
Knowing You Don't Know: Learning When to Continue Search in Multi-round RAG through Self-Practicing	May 5, 2025	In-Context Reinforcement LearningRAG	CodeCode Available	1
TreeHop: Generate and Filter Next Query Embeddings Efficiently for Multi-hop Question Answering	Apr 28, 2025	Multi-hop Question AnsweringQuestion Answering	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