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 1–25 of 14297 papers

TitleStatusHype
Relevance Isn't All You Need: Scaling RAG Systems With Inference-Time Compute Via Multi-Criteria RerankingCode14
LightRAG: Simple and Fast Retrieval-Augmented GenerationCode14
From Local to Global: A Graph RAG Approach to Query-Focused SummarizationCode14
Assisting in Writing Wikipedia-like Articles From Scratch with Large Language ModelsCode14
Zep: A Temporal Knowledge Graph Architecture for Agent MemoryCode12
WebWalker: Benchmarking LLMs in Web TraversalCode11
Kodezi Chronos: A Debugging-First Language Model for Repository-Scale, Memory-Driven Code UnderstandingCode9
UltraRAG: A Modular and Automated Toolkit for Adaptive Retrieval-Augmented GenerationCode9
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented GenerationCode9
NeedleBench: Can LLMs Do Retrieval and Reasoning in Information-Dense Context?Code9
ViDoRe Benchmark V2: Raising the Bar for Visual RetrievalCode7
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement LearningCode7
HuixiangDou2: A Robustly Optimized GraphRAG ApproachCode7
From RAG to Memory: Non-Parametric Continual Learning for Large Language ModelsCode7
VideoRAG: Retrieval-Augmented Generation with Extreme Long-Context VideosCode7
LLM-AutoDiff: Auto-Differentiate Any LLM WorkflowCode7
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language ModelsCode7
PIKE-RAG: sPecIalized KnowledgE and Rationale Augmented GenerationCode7
AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation PipelineCode7
MemoRAG: Moving towards Next-Gen RAG Via Memory-Inspired Knowledge DiscoveryCode7
CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph DatabasesCode7
PEER: Expertizing Domain-Specific Tasks with a Multi-Agent Framework and Tuning MethodsCode7
ColPali: Efficient Document Retrieval with Vision Language ModelsCode7
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language ModelsCode7
Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLPCode7
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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