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 1541–1550 of 14297 papers

Title	Date	Tasks	Status	Hype
Rango: Adaptive Retrieval-Augmented Proving for Automated Software Verification	Dec 18, 2024	Retrieval	CodeCode Available	1
A MapReduce Approach to Effectively Utilize Long Context Information in Retrieval Augmented Language Models	Dec 17, 2024	HallucinationRAG	—Unverified	0
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation	Dec 17, 2024	Fact VerificationKnowledge Graphs	CodeCode Available	2
On the Structural Memory of LLM Agents	Dec 17, 2024	Language ModelingLanguage Modelling	CodeCode Available	0
Expansion Span: Combining Fading Memory and Retrieval in Hybrid State Space Models	Dec 17, 2024	RetrievalState Space Models	—Unverified	0
Enabling Low-Resource Language Retrieval: Establishing Baselines for Urdu MS MARCO	Dec 17, 2024	Information RetrievalMachine Translation	CodeCode Available	0
OmniEval: An Omnidirectional and Automatic RAG Evaluation Benchmark in Financial Domain	Dec 17, 2024	RAGRetrieval	CodeCode Available	2
Cross-Dialect Information Retrieval: Information Access in Low-Resource and High-Variance Languages	Dec 17, 2024	Cross-Lingual Information RetrievalCross-Lingual Transfer	CodeCode Available	0
EXIT: Context-Aware Extractive Compression for Enhancing Retrieval-Augmented Generation	Dec 17, 2024	Question AnsweringRAG	CodeCode Available	1
RemoteRAG: A Privacy-Preserving LLM Cloud RAG Service	Dec 17, 2024	Privacy PreservingRAG	—Unverified	0

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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