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 321–330 of 14297 papers

Title	Date	Tasks	Status	Hype
Automatic Dataset Generation for Knowledge Intensive Question Answering Tasks	May 20, 2025	Dataset GenerationQuestion Answering	—Unverified	0
LoVR: A Benchmark for Long Video Retrieval in Multimodal Contexts	May 20, 2025	Caption GenerationRetrieval	CodeCode Available	1
s3: You Don't Need That Much Data to Train a Search Agent via RL	May 20, 2025	RAGReinforcement Learning (RL)	CodeCode Available	4
Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment	May 20, 2025	Representation LearningRetrieval	—Unverified	0
Studying the Role of Input-Neighbor Overlap in Retrieval-Augmented Language Models Training Efficiency	May 20, 2025	Language ModelingLanguage Modelling	—Unverified	0
Rank-K: Test-Time Reasoning for Listwise Reranking	May 20, 2025	Language ModelingLanguage Modelling	CodeCode Available	0
Benchmarking the Myopic Trap: Positional Bias in Information Retrieval	May 20, 2025	BenchmarkingInformation Retrieval	CodeCode Available	5
RAVENEA: A Benchmark for Multimodal Retrieval-Augmented Visual Culture Understanding	May 20, 2025	Image CaptioningQuestion Answering	CodeCode Available	0
Process vs. Outcome Reward: Which is Better for Agentic RAG Reinforcement Learning	May 20, 2025	Answer GenerationRAG	CodeCode Available	1
RA-Touch: Retrieval-Augmented Touch Understanding with Enriched Visual Data	May 20, 2025	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