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 1601–1625 of 14297 papers

TitleStatusHype
G3: An Effective and Adaptive Framework for Worldwide Geolocalization Using Large Multi-Modality ModelsCode1
CenterCLIP: Token Clustering for Efficient Text-Video RetrievalCode1
Developing Retrieval Augmented Generation (RAG) based LLM Systems from PDFs: An Experience ReportCode1
DeVLBert: Learning Deconfounded Visio-Linguistic RepresentationsCode1
An Adversarial Imitation Click Model for Information RetrievalCode1
Leveraging Passage Retrieval with Generative Models for Open Domain Question AnsweringCode1
DGL: Dynamic Global-Local Prompt Tuning for Text-Video RetrievalCode1
DH3D: Deep Hierarchical 3D Descriptors for Robust Large-Scale 6DoF RelocalizationCode1
Automated Phrase Mining from Massive Text CorporaCode1
DialFact: A Benchmark for Fact-Checking in DialogueCode1
GAIA Search: Hugging Face and Pyserini Interoperability for NLP Training Data ExplorationCode1
Dialog Inpainting: Turning Documents into DialogsCode1
LexMAE: Lexicon-Bottlenecked Pretraining for Large-Scale RetrievalCode1
LexRAG: Benchmarking Retrieval-Augmented Generation in Multi-Turn Legal Consultation ConversationCode1
CgAT: Center-Guided Adversarial Training for Deep Hashing-Based RetrievalCode1
Retrieval-Augmented Generation for Code Summarization via Hybrid GNNCode1
Retrieval augmentation of large language models for lay language generationCode1
DiffusionRet: Generative Text-Video Retrieval with Diffusion ModelCode1
Fuzzy Multimodal Learning for Trusted Cross-modal RetrievalCode1
Dimension Reduction for Efficient Dense Retrieval via Conditional AutoencoderCode1
LightRetriever: A LLM-based Hybrid Retrieval Architecture with 1000x Faster Query InferenceCode1
Lightweight and Direct Document Relevance Optimization for Generative Information RetrievalCode1
GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal SynthesisCode1
CCL: Continual Contrastive Learning for LiDAR Place RecognitionCode1
FuseCap: Leveraging Large Language Models for Enriched Fused Image CaptionsCode1
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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