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 2891–2900 of 14297 papers

Title	Date	Tasks	Status	Hype
A Text is Worth Several Tokens: Text Embedding from LLMs Secretly Aligns Well with The Key Tokens	Jun 25, 2024	Information RetrievalInstruction Following	—Unverified	0
LumberChunker: Long-Form Narrative Document Segmentation	Jun 25, 2024	ChunkingForm	CodeCode Available	2
Enhancing Tool Retrieval with Iterative Feedback from Large Language Models	Jun 25, 2024	In-Context LearningLanguage Modeling	CodeCode Available	0
Entropy-Based Decoding for Retrieval-Augmented Large Language Models	Jun 25, 2024	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	0
Retrieval Augmented Instruction Tuning for Open NER with Large Language Models	Jun 25, 2024	named-entity-recognitionNamed Entity Recognition	CodeCode Available	1
Software Model Evolution with Large Language Models: Experiments on Simulated, Public, and Industrial Datasets	Jun 25, 2024	RetrievalRetrieval-augmented Generation	CodeCode Available	0
Training-Free Exponential Context Extension via Cascading KV Cache	Jun 24, 2024	Book summarizationComputational Efficiency	CodeCode Available	0
Gate Recurrent Unit for Efficient Industrial Gas Identification	Jun 24, 2024	Retrieval	—Unverified	0
DEXTER: A Benchmark for open-domain Complex Question Answering using LLMs	Jun 24, 2024	Question AnsweringRetrieval	CodeCode Available	1
Retrieval-Augmented Mixture of LoRA Experts for Uploadable Machine Learning	Jun 24, 2024	Retrieval	—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