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 3471–3480 of 14297 papers

Title	Date	Tasks	Status	Hype
De-DSI: Decentralised Differentiable Search Index	Apr 18, 2024	Information RetrievalRetrieval	CodeCode Available	0
RAGAR, Your Falsehood Radar: RAG-Augmented Reasoning for Political Fact-Checking using Multimodal Large Language Models	Apr 18, 2024	Fact CheckingLanguage Modeling	—Unverified	0
iRAG: Advancing RAG for Videos with an Incremental Approach	Apr 18, 2024	Information RetrievalRAG	—Unverified	0
RAM: Towards an Ever-Improving Memory System by Learning from Communications	Apr 18, 2024	Lifelong learningRAG	—Unverified	0
FecTek: Enhancing Term Weight in Lexicon-Based Retrieval with Feature Context and Term-level Knowledge	Apr 18, 2024	Contrastive LearningRetrieval	—Unverified	0
Exploring the landscape of large language models: Foundations, techniques, and challenges	Apr 18, 2024	In-Context LearningRetrieval	—Unverified	0
LongEmbed: Extending Embedding Models for Long Context Retrieval	Apr 18, 2024	4k8k	CodeCode Available	2
Character is Destiny: Can Role-Playing Language Agents Make Persona-Driven Decisions?	Apr 18, 2024	Decision MakingRetrieval	—Unverified	0
Length Generalization of Causal Transformers without Position Encoding	Apr 18, 2024	Language ModelingLanguage Modelling	CodeCode Available	1
SuRe: Summarizing Retrievals using Answer Candidates for Open-domain QA of LLMs	Apr 17, 2024	Question AnsweringRetrieval	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