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 151–175 of 14297 papers

TitleStatusHype
MagicLens: Self-Supervised Image Retrieval with Open-Ended InstructionsCode3
Developing Generalist Foundation Models from a Multimodal Dataset for 3D Computed TomographyCode3
Late Chunking: Contextual Chunk Embeddings Using Long-Context Embedding ModelsCode3
MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop QueriesCode3
Can Mamba Learn How to Learn? A Comparative Study on In-Context Learning TasksCode3
INTERS: Unlocking the Power of Large Language Models in Search with Instruction TuningCode3
HyperGraphRAG: Retrieval-Augmented Generation with Hypergraph-Structured Knowledge RepresentationCode3
Can Long-Context Language Models Subsume Retrieval, RAG, SQL, and More?Code3
Bridging Language and Items for Retrieval and RecommendationCode3
CHESS: Contextual Harnessing for Efficient SQL SynthesisCode3
Landmark Attention: Random-Access Infinite Context Length for TransformersCode3
HtmlRAG: HTML is Better Than Plain Text for Modeling Retrieved Knowledge in RAG SystemsCode3
Hierarchical Lexical Graph for Enhanced Multi-Hop RetrievalCode3
A GPU-specialized Inference Parameter Server for Large-Scale Deep Recommendation ModelsCode3
Ai2 Scholar QA: Organized Literature Synthesis with AttributionCode3
BMX: Entropy-weighted Similarity and Semantic-enhanced Lexical SearchCode3
Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question ComplexityCode3
Beyond Quacking: Deep Integration of Language Models and RAG into DuckDBCode3
Graph Retrieval-Augmented Generation: A SurveyCode3
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare CopilotCode3
Human-like Episodic Memory for Infinite Context LLMsCode3
AlphaFin: Benchmarking Financial Analysis with Retrieval-Augmented Stock-Chain FrameworkCode3
Language-based Audio Moment RetrievalCode3
Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning AgentCode3
GNN-RAG: Graph Neural Retrieval for Large Language Model ReasoningCode3
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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