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 526–550 of 14297 papers

TitleStatusHype
Conditional Diffusion-Based Retrieval of Atmospheric CO2 from Earth Observing Spectroscopy—0
A Unified Retrieval Framework with Document Ranking and EDU Filtering for Multi-document Summarization—0
MPAD: A New Dimension-Reduction Method for Preserving Nearest Neighbors in High-Dimensional Vector Search—0
Grounded in Context: Retrieval-Based Method for Hallucination Detection—0
Synergizing RAG and Reasoning: A Systematic Review—0
CiteFix: Enhancing RAG Accuracy Through Post-Processing Citation Correction—0
FinDER: Financial Dataset for Question Answering and Evaluating Retrieval-Augmented Generation—0
CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents—0
Retrieval Augmented Generation Evaluation in the Era of Large Language Models: A Comprehensive SurveyCode2
Efficient Document Retrieval with G-RetrieverCode0
The 1st EReL@MIR Workshop on Efficient Representation Learning for Multimodal Information Retrieval—0
Transparentize the Internal and External Knowledge Utilization in LLMs with Trustworthy Citation—0
POLYRAG: Integrating Polyviews into Retrieval-Augmented Generation for Medical Applications—0
ColBERT-serve: Efficient Multi-Stage Memory-Mapped Scoring—0
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented ReasoningCode1
Exploring _0 Sparsification for Inference-free Sparse RetrieversCode1
Incremental Attractor Neural Network Modelling of the Lifespan Retrieval Curve—0
Don't Retrieve, Generate: Prompting LLMs for Synthetic Training Data in Dense Retrieval—0
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering—0
Grounding-MD: Grounded Video-language Pre-training for Open-World Moment Detection—0
LegalRAG: A Hybrid RAG System for Multilingual Legal Information Retrieval—0
Data Augmentation Using Neural Acoustic Fields With Retrieval-Augmented Pre-training—0
Template-Based Financial Report Generation in Agentic and Decomposed Information RetrievalCode1
Hypothetical Documents or Knowledge Leakage? Rethinking LLM-based Query Expansion—0
Fashion-RAG: Multimodal Fashion Image Editing via Retrieval-Augmented Generation—0
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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