SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–275 of 14297 papers

TitleStatusHype
Retrieval-Augmented Generation for Service Discovery: Chunking Strategies and Benchmarking—0
Vision Meets Language: A RAG-Augmented YOLOv8 Framework for Coffee Disease Diagnosis and Farmer AssistanceCode0
GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal SynthesisCode1
Retrieval Augmented Decision-Making: A Requirements-Driven, Multi-Criteria Framework for Structured Decision Support—0
RoleRAG: Enhancing LLM Role-Playing via Graph Guided Retrieval—0
Knowledge Retrieval in LLM Gaming: A Shift from Entity-Centric to Goal-Oriented Graphs—0
AcuRank: Uncertainty-Aware Adaptive Computation for Listwise RerankingCode1
Federated Retrieval-Augmented Generation: A Systematic Mapping Study—0
REGen: Multimodal Retrieval-Embedded Generation for Long-to-Short Video Editing—0
EvdCLIP: Improving Vision-Language Retrieval with Entity Visual Descriptions from Large Language Models—0
Benchmarking Poisoning Attacks against Retrieval-Augmented Generation—0
Supervised and Unsupervised protocols for hetero-associative neural networks—0
BRIT: Bidirectional Retrieval over Unified Image-Text Graph—0
A Survey of LLM DATACode4
Removal of Hallucination on Hallucination: Debate-Augmented RAGCode1
FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain—0
Distilling LLM Agent into Small Models with Retrieval and Code ToolsCode3
DetailFusion: A Dual-branch Framework with Detail Enhancement for Composed Image Retrieval—0
UNJOIN: Enhancing Multi-Table Text-to-SQL Generation via Schema Simplification—0
Cultural Awareness in Vision-Language Models: A Cross-Country Exploration—0
Single Snapshot Distillation for Phase Coded Mask Design in Phase Retrieval—0
Resolving Conflicting Evidence in Automated Fact-Checking: A Study on Retrieval-Augmented LLMsCode0
Hard Negative Mining for Domain-Specific Retrieval in Enterprise Systems—0
RaDeR: Reasoning-aware Dense Retrieval ModelsCode1
MetaGen Blended RAG: Higher Accuracy for Domain-Specific Q&A Without Fine-TuningCode1
Show:102550
← PrevPage 11 of 572Next →
All datasetsQuora Question PairsHotpotQANatural QuestionsOK-VQAInfoSeekMVKPolyvorePubMedQAPubMedQA corpus with metadataToolLensคลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53—Unverified
2ElasticsearchQueries per second21.8—Unverified
3BM25-PTQueries per second6.49—Unverified
4Rank-BM25Queries per second1.18—Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88—Unverified
2ElasticsearchQueries per second7.11—Unverified
3Rank-BM25Queries per second0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85—Unverified
2ElasticsearchQueries per second12.16—Unverified
3Rank-BM25Queries per second0.1—Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32—Unverified
2RA-VQARecall@582.84—Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59—Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1—Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1—Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55—Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222—Unverified