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 711–720 of 14297 papers

Title	Date	Tasks	Status	Hype
Graph RAG-Tool Fusion	Feb 11, 2025	RAGRetrieval	CodeCode Available	1
JamendoMaxCaps: A Large Scale Music-caption Dataset with Imputed Metadata	Feb 11, 2025	Language ModelingLanguage Modelling	CodeCode Available	1
RALLRec: Improving Retrieval Augmented Large Language Model Recommendation with Representation Learning	Feb 10, 2025	Language ModelingLanguage Modelling	CodeCode Available	1
pytopicgram: A library for data extraction and topic modeling from Telegram channels	Feb 7, 2025	Retrieval	CodeCode Available	1
MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation	Feb 6, 2025	Answer Generationmultimodal generation	CodeCode Available	1
Riddle Me This! Stealthy Membership Inference for Retrieval-Augmented Generation	Feb 1, 2025	Membership Inference AttackRAG	CodeCode Available	1
RbFT: Robust Fine-tuning for Retrieval-Augmented Generation against Retrieval Defects	Jan 30, 2025	counterfactualRAG	CodeCode Available	1
CFT-RAG: An Entity Tree Based Retrieval Augmented Generation Algorithm With Cuckoo Filter	Jan 25, 2025	Computational EfficiencyRAG	CodeCode Available	1
Low-rank Prompt Interaction for Continual Vision-Language Retrieval	Jan 24, 2025	Continual LearningContrastive Learning	CodeCode Available	1
Med-R^2: Crafting Trustworthy LLM Physicians via Retrieval and Reasoning of Evidence-Based Medicine	Jan 21, 2025	RAGRetrieval	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