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 201–225 of 14297 papers

TitleStatusHype
DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation ModelsCode3
Texture Memory-Augmented Deep Patch-Based Image InpaintingCode3
Seq vs Seq: An Open Suite of Paired Encoders and DecodersCode2
KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding ModelCode2
EraRAG: Efficient and Incremental Retrieval Augmented Generation for Growing CorporaCode2
MegaFold: System-Level Optimizations for Accelerating Protein Structure Prediction ModelsCode2
cAST: Enhancing Code Retrieval-Augmented Generation with Structural Chunking via Abstract Syntax TreeCode2
TableRAG: A Retrieval Augmented Generation Framework for Heterogeneous Document ReasoningCode2
GLAP: General contrastive audio-text pretraining across domains and languagesCode2
FedRAG: A Framework for Fine-Tuning Retrieval-Augmented Generation SystemsCode2
MASKSEARCH: A Universal Pre-Training Framework to Enhance Agentic Search CapabilityCode2
ConvSearch-R1: Enhancing Query Reformulation for Conversational Search with Reasoning via Reinforcement LearningCode2
CPRet: A Dataset, Benchmark, and Model for Retrieval in Competitive ProgrammingCode2
Demystifying and Enhancing the Efficiency of Large Language Model Based Search AgentsCode2
Search and Refine During Think: Autonomous Retrieval-Augmented Reasoning of LLMsCode2
DynamicRAG: Leveraging Outputs of Large Language Model as Feedback for Dynamic Reranking in Retrieval-Augmented GenerationCode2
Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search AgentCode2
UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and GranularitiesCode2
BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in ChineseCode2
Retrieval Augmented Generation Evaluation in the Era of Large Language Models: A Comprehensive SurveyCode2
A Survey of Personalization: From RAG to AgentCode2
HM-RAG: Hierarchical Multi-Agent Multimodal Retrieval Augmented GenerationCode2
LARGE: Legal Retrieval Augmented Generation Evaluation ToolCode2
Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge EnhancementCode2
RARE: Retrieval-Augmented Reasoning ModelingCode2
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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