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 501–550 of 14297 papers

TitleStatusHype
Federated One-Shot Learning with Data Privacy and Objective-Hiding—0
UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and GranularitiesCode2
Can LLMs Be Trusted for Evaluating RAG Systems? A Survey of Methods and Datasets—0
Reconstructing Context: Evaluating Advanced Chunking Strategies for Retrieval-Augmented GenerationCode0
OpenTCM: A GraphRAG-Empowered LLM-based System for Traditional Chinese Medicine Knowledge Retrieval and Diagnosis—0
TreeHop: Generate and Filter Next Query Embeddings Efficiently for Multi-hop Question AnsweringCode1
Comparison Research of Millimeter-Wave/Infrared Co-aperture Reflector Antenna Systems Based on a Specialized Film—0
Enhancing Speech-to-Speech Dialogue Modeling with End-to-End Retrieval-Augmented GenerationCode1
BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in ChineseCode2
Generative Product Recommendations for Implicit Superlative Queries—0
Speaker Retrieval in the Wild: Challenges, Effectiveness and Robustness—0
CAMeL: Cross-modality Adaptive Meta-Learning for Text-based Person RetrievalCode1
From Mapping to Composing: A Two-Stage Framework for Zero-shot Composed Image Retrieval—0
Spark: A System for Scientifically Creative Idea Generation—0
A model and package for German ColBERT—0
Leveraging Decoder Architectures for Learned Sparse Retrieval—0
SMARTFinRAG: Interactive Modularized Financial RAG BenchmarkCode0
Breaking the Modality Barrier: Universal Embedding Learning with Multimodal LLMs—0
Unsupervised Corpus Poisoning Attacks in Continuous Space for Dense Retrieval—0
Replication and Exploration of Generative Retrieval over Dynamic Corpora—0
IRA: Adaptive Interest-aware Representation and Alignment for Personalized Multi-interest Retrieval—0
DataScout: Automatic Data Fact Retrieval for Statement Augmentation with an LLM-Based Agent—0
A Comprehensive Survey of Knowledge-Based Vision Question Answering Systems: The Lifecycle of Knowledge in Visual Reasoning Task—0
Dynamic Superblock Pruning for Fast Learned Sparse Retrieval—0
Killing Two Birds with One Stone: Unifying Retrieval and Ranking with a Single Generative Recommendation Model—0
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