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 2941–2950 of 14297 papers

Title	Date	Tasks	Status	Hype
EAGER: Two-Stream Generative Recommender with Behavior-Semantic Collaboration	Jun 20, 2024	RetrievalSequential Recommendation	CodeCode Available	1
SEC-QA: A Systematic Evaluation Corpus for Financial QA	Jun 20, 2024	Dataset GenerationInformation Retrieval	—Unverified	0
Latent Functional Maps: a spectral framework for representation alignment	Jun 20, 2024	Representation LearningRetrieval	—Unverified	0
CodeRAG-Bench: Can Retrieval Augment Code Generation?	Jun 20, 2024	Code GenerationRAG	CodeCode Available	2
DIRAS: Efficient LLM Annotation of Document Relevance in Retrieval Augmented Generation	Jun 20, 2024	Information RetrievalRAG	CodeCode Available	0
QPaug: Question and Passage Augmentation for Open-Domain Question Answering of LLMs	Jun 20, 2024	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	0
Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs	Jun 20, 2024	Knowledge DistillationKnowledge Graphs	CodeCode Available	1
APEER: Automatic Prompt Engineering Enhances Large Language Model Reranking	Jun 20, 2024	Information RetrievalLanguage Modeling	—Unverified	0
Bridging Law and Data: Augmenting Reasoning via a Semi-Structured Dataset with IRAC methodology	Jun 19, 2024	Legal ReasoningRetrieval	—Unverified	0
Understanding the RoPE Extensions of Long-Context LLMs: An Attention Perspective	Jun 19, 2024	BenchmarkingContinual Pretraining	—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