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 41–50 of 14297 papers

Title	Date	Tasks	Status	Hype
Don't Do RAG: When Cache-Augmented Generation is All You Need for Knowledge Tasks	Dec 20, 2024	AllRAG	CodeCode Available	5
Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference	Dec 18, 2024	DecoderRetrieval	CodeCode Available	5
SCBench: A KV Cache-Centric Analysis of Long-Context Methods	Dec 13, 2024	MambaQuantization	CodeCode Available	5
OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs	Nov 21, 2024	Retrieval	CodeCode Available	5
KBLaM: Knowledge Base augmented Language Model	Oct 14, 2024	8kGPU	CodeCode Available	5
rerankers: A Lightweight Python Library to Unify Ranking Methods	Aug 30, 2024	Re-RankingRetrieval	CodeCode Available	5
RAGChecker: A Fine-grained Framework for Diagnosing Retrieval-Augmented Generation	Aug 15, 2024	DiagnosticRAG	CodeCode Available	5
BRIGHT: A Realistic and Challenging Benchmark for Reasoning-Intensive Retrieval	Jul 16, 2024	Question AnsweringRetrieval	CodeCode Available	5
BM25S: Orders of magnitude faster lexical search via eager sparse scoring	Jul 4, 2024	Passage RetrievalRetrieval	CodeCode Available	5
Make Your LLM Fully Utilize the Context	Apr 25, 2024	4kInformation Retrieval	CodeCode Available	5

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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