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 381–390 of 14297 papers

Title	Date	Tasks	Status	Hype
Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications	Apr 24, 2024	RAGRetrieval	CodeCode Available	2
GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration	Apr 23, 2024	Collaborative InferenceIn-Context Learning	CodeCode Available	2
Retrieval-Augmented Generation-based Relation Extraction	Apr 20, 2024	RelationRelation Extraction	CodeCode Available	2
LongEmbed: Extending Embedding Models for Long Context Retrieval	Apr 18, 2024	4k8k	CodeCode Available	2
Bias and Unfairness in Information Retrieval Systems: New Challenges in the LLM Era	Apr 17, 2024	FairnessInformation Retrieval	CodeCode Available	2
Generalized Contrastive Learning for Multi-Modal Retrieval and Ranking	Apr 12, 2024	Contrastive LearningRetrieval	CodeCode Available	2
Do You Remember? Dense Video Captioning with Cross-Modal Memory Retrieval	Apr 11, 2024	DecoderDense Video Captioning	CodeCode Available	2
Superposition Prompting: Improving and Accelerating Retrieval-Augmented Generation	Apr 10, 2024	Question AnsweringRAG	CodeCode Available	2
Optimization Methods for Personalizing Large Language Models through Retrieval Augmentation	Apr 9, 2024	Knowledge DistillationLanguage Modeling	CodeCode Available	2
AiSAQ: All-in-Storage ANNS with Product Quantization for DRAM-free Information Retrieval	Apr 9, 2024	AllInformation Retrieval	CodeCode Available	2

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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