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

Showing 31513200 of 14297 papers

TitleStatusHype
Document Retrieval Augmented Fine-Tuning (DRAFT) for safety-critical software assessments0
Retrieval-Augmented Generation in Biomedicine: A Survey of Technologies, Datasets, and Clinical Applications0
MateICL: Mitigating Attention Dispersion in Large-Scale In-Context LearningCode0
CHORUS: Zero-shot Hierarchical Retrieval and Orchestration for Generating Linear Programming Code0
Investigating Task Arithmetic for Zero-Shot Information RetrievalCode0
Empowering Agentic Video Analytics Systems with Video Language Models0
Scalable Unit Harmonization in Medical Informatics Using Bi-directional Transformers and Bayesian-Optimized BM25 and Sentence Embedding Retrieval0
EnronQA: Towards Personalized RAG over Private Documents0
A Multi-Granularity Retrieval Framework for Visually-Rich Documents0
TartuNLP at SemEval-2025 Task 5: Subject Tagging as Two-Stage Information Retrieval0
Towards Robust and Generalizable Gerchberg Saxton based Physics Inspired Neural Networks for Computer Generated Holography: A Sensitivity Analysis Framework0
Effective Inference-Free Retrieval for Learned Sparse Representations0
Efficient Conversational Search via Topical Locality in Dense RetrievalCode0
Improving Retrieval-Augmented Neural Machine Translation with Monolingual Data0
Learning Universal User Representations Leveraging Cross-domain User Intent at Snapchat0
Talk Before You Retrieve: Agent-Led Discussions for Better RAG in Medical QACode0
Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction0
Homa at SemEval-2025 Task 5: Aligning Librarian Records with OntoAligner for Subject Tagging0
Traceback of Poisoning Attacks to Retrieval-Augmented Generation0
Information Retrieval in the Age of Generative AI: The RGB ModelCode0
Federated One-Shot Learning with Data Privacy and Objective-Hiding0
ARCS: Agentic Retrieval-Augmented Code Synthesis with Iterative Refinement0
Reconstructing Context: Evaluating Advanced Chunking Strategies for Retrieval-Augmented GenerationCode0
OpenTCM: A GraphRAG-Empowered LLM-based System for Traditional Chinese Medicine Knowledge Retrieval and Diagnosis0
Can LLMs Be Trusted for Evaluating RAG Systems? A Survey of Methods and Datasets0
Comparison Research of Millimeter-Wave/Infrared Co-aperture Reflector Antenna Systems Based on a Specialized Film0
Generative Product Recommendations for Implicit Superlative Queries0
Speaker Retrieval in the Wild: Challenges, Effectiveness and Robustness0
Leveraging Decoder Architectures for Learned Sparse Retrieval0
A model and package for German ColBERT0
Spark: A System for Scientifically Creative Idea Generation0
SMARTFinRAG: Interactive Modularized Financial RAG BenchmarkCode0
From Mapping to Composing: A Two-Stage Framework for Zero-shot Composed Image Retrieval0
Breaking the Modality Barrier: Universal Embedding Learning with Multimodal LLMs0
DataScout: Automatic Data Fact Retrieval for Statement Augmentation with an LLM-Based Agent0
Replication and Exploration of Generative Retrieval over Dynamic Corpora0
IRA: Adaptive Interest-aware Representation and Alignment for Personalized Multi-interest Retrieval0
Unsupervised Corpus Poisoning Attacks in Continuous Space for Dense Retrieval0
A Comprehensive Survey of Knowledge-Based Vision Question Answering Systems: The Lifecycle of Knowledge in Visual Reasoning Task0
Killing Two Birds with One Stone: Unifying Retrieval and Ranking with a Single Generative Recommendation Model0
Dynamic Superblock Pruning for Fast Learned Sparse Retrieval0
A Unified Retrieval Framework with Document Ranking and EDU Filtering for Multi-document Summarization0
Conditional Diffusion-Based Retrieval of Atmospheric CO2 from Earth Observing Spectroscopy0
MPAD: A New Dimension-Reduction Method for Preserving Nearest Neighbors in High-Dimensional Vector Search0
Synergizing RAG and Reasoning: A Systematic Review0
Grounded in Context: Retrieval-Based Method for Hallucination Detection0
CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents0
CiteFix: Enhancing RAG Accuracy Through Post-Processing Citation Correction0
FinDER: Financial Dataset for Question Answering and Evaluating Retrieval-Augmented Generation0
Transparentize the Internal and External Knowledge Utilization in LLMs with Trustworthy Citation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53Unverified
2ElasticsearchQueries per second21.8Unverified
3BM25-PTQueries per second6.49Unverified
4Rank-BM25Queries per second1.18Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88Unverified
2ElasticsearchQueries per second7.11Unverified
3Rank-BM25Queries per second0.04Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85Unverified
2ElasticsearchQueries per second12.16Unverified
3Rank-BM25Queries per second0.1Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32Unverified
2RA-VQARecall@582.84Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222Unverified