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 951–975 of 14297 papers

TitleStatusHype
The 2nd FutureDial Challenge: Dialog Systems with Retrieval Augmented Generation (FutureDial-RAG)Code1
Token-wise Influential Training Data Retrieval for Large Language ModelsCode1
CaseGNN++: Graph Contrastive Learning for Legal Case Retrieval with Graph AugmentationCode1
UniRAG: Universal Retrieval Augmentation for Large Vision Language ModelsCode1
SynthesizRR: Generating Diverse Datasets with Retrieval AugmentationCode1
Revisiting Deep Audio-Text Retrieval Through the Lens of TransportationCode1
PIR: Remote Sensing Image-Text Retrieval with Prior Instruction Representation LearningCode1
Factual Serialization Enhancement: A Key Innovation for Chest X-ray Report GenerationCode1
Synthetic Test Collections for Retrieval EvaluationCode1
HybridHash: Hybrid Convolutional and Self-Attention Deep Hashing for Image RetrievalCode1
Fast Exact Retrieval for Nearest-neighbor Lookup (FERN)Code1
ERAGent: Enhancing Retrieval-Augmented Language Models with Improved Accuracy, Efficiency, and PersonalizationCode1
Lifelong Knowledge Editing for LLMs with Retrieval-Augmented Continuous Prompt LearningCode1
Stationary Representations: Optimally Approximating Compatibility and Implications for Improved Model ReplacementsCode1
Faster Learned Sparse Retrieval with Block-Max PruningCode1
BiomedRAG: A Retrieval Augmented Large Language Model for BiomedicineCode1
GUing: A Mobile GUI Search Engine using a Vision-Language ModelCode1
Semantic Line Combination DetectorCode1
BMRetriever: Tuning Large Language Models as Better Biomedical Text RetrieversCode1
Retrieval-Oriented Knowledge for Click-Through Rate PredictionCode1
Ranked List Truncation for Large Language Model-based Re-RankingCode1
Retrieval Robust to Object Motion BlurCode1
LLMs Know What They Need: Leveraging a Missing Information Guided Framework to Empower Retrieval-Augmented GenerationCode1
Planning Ahead in Generative Retrieval: Guiding Autoregressive Generation through Simultaneous DecodingCode1
ChatRetriever: Adapting Large Language Models for Generalized and Robust Conversational Dense RetrievalCode1
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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