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 311–320 of 14297 papers

Title	Date	Tasks	Status	Hype
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models	Sep 17, 2024	Information RetrievalRetrieval	CodeCode Available	2
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse	Sep 17, 2024	In-Context LearningRAG	CodeCode Available	2
RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval	Sep 16, 2024	CPUGPU	CodeCode Available	2
Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models	Sep 14, 2024	parameter-efficient fine-tuningPrivacy Preserving	CodeCode Available	2
Revisiting the Solution of Meta KDD Cup 2024: CRAG	Sep 9, 2024	RAGRetrieval	CodeCode Available	2
OneGen: Efficient One-Pass Unified Generation and Retrieval for LLMs	Sep 8, 2024	Entity LinkingRAG	CodeCode Available	2
Language Model Powered Digital Biology with BRAD	Sep 4, 2024	ChatbotCode Generation	CodeCode Available	2
MemLong: Memory-Augmented Retrieval for Long Text Modeling	Aug 30, 2024	4kDecoder	CodeCode Available	2
Writing in the Margins: Better Inference Pattern for Long Context Retrieval	Aug 27, 2024	RAGRetrieval	CodeCode Available	2
LegalBench-RAG: A Benchmark for Retrieval-Augmented Generation in the Legal Domain	Aug 19, 2024	RAGRetrieval	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