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 401–425 of 14297 papers

TitleStatusHype
Exploring the best way for UAV visual localization under Low-altitude Multi-view Observation Condition: a BenchmarkCode2
Mixture of A Million ExpertsCode2
Fast Think-on-Graph: Wider, Deeper and Faster Reasoning of Large Language Model on Knowledge GraphCode2
AIR-Bench: Automated Heterogeneous Information Retrieval BenchmarkCode2
Baleen: Robust Multi-Hop Reasoning at Scale via Condensed RetrievalCode2
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language ModelsCode2
DeliLaw: A Chinese Legal Counselling System Based on a Large Language ModelCode2
Enhancing Retrieval-Augmented Generation: A Study of Best PracticesCode2
EraRAG: Efficient and Incremental Retrieval Augmented Generation for Growing CorporaCode2
Evaluating RAG-Fusion with RAGElo: an Automated Elo-based FrameworkCode2
Egocentric Video-Language Pretraining @ EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2022Code2
Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-LearningCode2
Multilingual Search with Subword TF-IDFCode2
Multi-modal Molecule Structure-text Model for Text-based Retrieval and EditingCode2
AiSAQ: All-in-Storage ANNS with Product Quantization for DRAM-free Information RetrievalCode2
Backtracing: Retrieving the Cause of the QueryCode2
Needle In A Multimodal HaystackCode2
Oceanship: A Large-Scale Dataset for Underwater Audio Target RecognitionCode2
Search and Refine During Think: Autonomous Retrieval-Augmented Reasoning of LLMsCode2
Never Lost in the Middle: Mastering Long-Context Question Answering with Position-Agnostic Decompositional TrainingCode2
Objectron: A Large Scale Dataset of Object-Centric Videos in the Wild with Pose AnnotationsCode2
OCR Hinders RAG: Evaluating the Cascading Impact of OCR on Retrieval-Augmented GenerationCode2
BEBLID: Boosted efficient binary local image descriptorCode2
CLIP-Art: Contrastive Pre-training for Fine-Grained Art ClassificationCode2
Enabling Large Language Models to Generate Text with CitationsCode2
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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