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

Showing 15111520 of 14297 papers

TitleStatusHype
Review-Then-Refine: A Dynamic Framework for Multi-Hop Question Answering with Temporal Adaptability0
MegaPairs: Massive Data Synthesis For Universal Multimodal RetrievalCode3
Balanced Gradient Sample Retrieval for Enhanced Knowledge Retention in Proxy-based Continual Learning0
ECLIPSE: Contrastive Dimension Importance Estimation with Pseudo-Irrelevance Feedback for Dense Retrieval0
Multimodal Hypothetical Summary for Retrieval-based Multi-image Question AnsweringCode0
STRAP: Robot Sub-Trajectory Retrieval for Augmented Policy LearningCode1
VISA: Retrieval Augmented Generation with Visual Source Attribution0
Query pipeline optimization for cancer patient question answering systems0
CORD: Balancing COnsistency and Rank Distillation for Robust Retrieval-Augmented Generation0
Face the Facts! Evaluating RAG-based Fact-checking Pipelines in Realistic SettingsCode0
Show:102550
← PrevPage 152 of 1430Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53Unverified
2ElasticsearchQueries per second21.8Unverified
3BM25-PTQueries per second6.49Unverified
4Rank-BM25Queries per second1.18Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88Unverified
2ElasticsearchQueries per second7.11Unverified
3Rank-BM25Queries per second0.04Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85Unverified
2ElasticsearchQueries per second12.16Unverified
3Rank-BM25Queries per second0.1Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32Unverified
2RA-VQARecall@582.84Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222Unverified