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 571–580 of 14297 papers

Title	Date	Tasks	Status	Hype
DART: Disease-aware Image-Text Alignment and Self-correcting Re-alignment for Trustworthy Radiology Report Generation	Apr 16, 2025	Contrastive LearningImage to text	—Unverified	0
A Human-AI Comparative Analysis of Prompt Sensitivity in LLM-Based Relevance Judgment	Apr 16, 2025	Information RetrievalRAG	CodeCode Available	0
Selective Demonstration Retrieval for Improved Implicit Hate Speech Detection	Apr 16, 2025	Hate Speech DetectionIn-Context Learning	—Unverified	0
Neighbor-Based Feature and Index Enhancement for Person Re-Identification	Apr 16, 2025	Person Re-IdentificationRetrieval	CodeCode Available	0
Optimizing Compound Retrieval Systems	Apr 16, 2025	Information RetrievalRe-Ranking	—Unverified	0
Benchmarking Biopharmaceuticals Retrieval-Augmented Generation Evaluation	Apr 15, 2025	BenchmarkingQuestion Answering	—Unverified	0
PATFinger: Prompt-Adapted Transferable Fingerprinting against Unauthorized Multimodal Dataset Usage	Apr 15, 2025	Cross-Modal RetrievalRetrieval	—Unverified	0
REAL: Benchmarking Autonomous Agents on Deterministic Simulations of Real Websites	Apr 15, 2025	Autonomous Web NavigationBenchmarking	CodeCode Available	3
Streamlining Biomedical Research with Specialized LLMs	Apr 15, 2025	Decision MakingDialogue Generation	—Unverified	0
Towards Efficient Partially Relevant Video Retrieval with Active Moment Discovering	Apr 15, 2025	Partially Relevant Video RetrievalRetrieval	CodeCode Available	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