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

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Showing 10126–10150 of 14297 papers

TitleStatusHype
Mean Field Theory in Deep Metric Learning—0
Meaning-focused and Quantum-inspired Information Retrieval—0
Mean Local Group Average Precision (mLGAP): A New Performance Metric for Hashing-based Retrieval—0
Measuring and Mitigating Constraint Violations of In-Context Learning for Utterance-to-API Semantic Parsing—0
Measuring and Predicting Tag Importance for Image Retrieval—0
Measuring Conversational Productivity in Child Forensic Interviews—0
Measuring Distance Between Unordered Sets of Different Sizes—0
Measuring Diversity in Heterogeneous Information Networks—0
Measuring Domain Portability and ErrorPropagation in Biomedical QA—0
Measuring Lexical Quality of a Historical Finnish Newspaper Collection ― Analysis of Garbled OCR Data with Basic Language Technology Tools and Means—0
Measuring publication relatedness using controlled vocabularies—0
Measuring Retrieval Complexity in Question Answering Systems—0
Measuring Sentences Similarity: A Survey—0
Measuring the relative importance of full text sections for information retrieval from scientific literature.—0
Measuring Topic Coherence through Optimal Word Buckets—0
Measuring Word-Context Biases in Lexical Semantic Datasets—0
Mechanics of Next Token Prediction with Self-Attention—0
Mechanism and Emergence of Stacked Attention Heads in Multi-Layer Transformers—0
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities—0
Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches—0
MedAide: Towards an Omni Medical Aide via Specialized LLM-based Multi-Agent Collaboration—0
MEDBind: Unifying Language and Multimodal Medical Data Embeddings—0
MKRAG: Medical Knowledge Retrieval Augmented Generation for Medical Question Answering—0
MedEIR: A Specialized Medical Embedding Model for Enhanced Information Retrieval—0
MedGraph: An experimental semantic information retrieval method using knowledge graph embedding for the biomedical citations indexed in PubMed—0
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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