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

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Showing 2901–2910 of 14297 papers

Title	Date	Tasks	Status
CoQuIR: A Comprehensive Benchmark for Code Quality-Aware Information Retrieval	May 31, 2025	Code GenerationInformation Retrieval	—Unverified
SORCE: Small Object Retrieval in Complex Environments	May 30, 2025	BenchmarkingImage Retrieval	CodeCode Available
Advancing Compositional Awareness in CLIP with Efficient Fine-Tuning	May 30, 2025	Retrieval	—Unverified
On the Scaling of Robustness and Effectiveness in Dense Retrieval	May 30, 2025	Adversarial RobustnessRetrieval	—Unverified
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning	May 30, 2025	Chunkinggraph construction	—Unverified
KEVER^2: Knowledge-Enhanced Visual Emotion Reasoning and Retrieval	May 30, 2025	Emotion RecognitionRetrieval	—Unverified
A Mathematical Perspective On Contrastive Learning	May 30, 2025	Contrastive LearningRetrieval	—Unverified
CoRet: Improved Retriever for Code Editing	May 30, 2025	Natural Language QueriesRetrieval	—Unverified
ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation	May 30, 2025	RAGRetrieval	CodeCode Available
Cloud Optical Thickness Retrievals Using Angle Invariant Attention Based Deep Learning Models	May 30, 2025	Retrieval	—Unverified

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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