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 171–180 of 14297 papers

Title	Date	Tasks	Status	Hype
RARE: Retrieval-Aware Robustness Evaluation for Retrieval-Augmented Generation Systems	Jun 1, 2025	RAGRetrieval	CodeCode Available	0
CoQuIR: A Comprehensive Benchmark for Code Quality-Aware Information Retrieval	May 31, 2025	Code GenerationInformation Retrieval	—Unverified	0
PAKTON: A Multi-Agent Framework for Question Answering in Long Legal Agreements	May 31, 2025	Privacy PreservingQuestion Answering	CodeCode Available	1
FinBERT2: A Specialized Bidirectional Encoder for Bridging the Gap in Finance-Specific Deployment of Large Language Models	May 31, 2025	AvgRAG	—Unverified	0
Adversarial Threat Vectors and Risk Mitigation for Retrieval-Augmented Generation Systems	May 30, 2025	Adversarial AttackData Poisoning	—Unverified	0
SORCE: Small Object Retrieval in Complex Environments	May 30, 2025	BenchmarkingImage Retrieval	CodeCode Available	0
SA-Person: Text-Based Person Retrieval with Scene-aware Re-ranking	May 30, 2025	Cross-Modal RetrievalPerson Retrieval	—Unverified	0
Advancing Compositional Awareness in CLIP with Efficient Fine-Tuning	May 30, 2025	Retrieval	—Unverified	0
E^2GraphRAG: Streamlining Graph-based RAG for High Efficiency and Effectiveness	May 30, 2025	RAGRetrieval	—Unverified	0
KEVER^2: Knowledge-Enhanced Visual Emotion Reasoning and Retrieval	May 30, 2025	Emotion RecognitionRetrieval	—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