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 401–450 of 14297 papers

TitleStatusHype
Enhancing Thyroid Cytology Diagnosis with RAG-Optimized LLMs and Pa-thology Foundation Models—0
Ultra Lowrate Image Compression with Semantic Residual Coding and Compression-aware Diffusion—0
WixQA: A Multi-Dataset Benchmark for Enterprise Retrieval-Augmented Generation—0
MedEIR: A Specialized Medical Embedding Model for Enhanced Information Retrieval—0
KAQG: A Knowledge-Graph-Enhanced RAG for Difficulty-Controlled Question Generation—0
SEM: Reinforcement Learning for Search-Efficient Large Language Models—0
Reproducibility, Replicability, and Insights into Visual Document Retrieval with Late InteractionCode0
Efficient and Reproducible Biomedical Question Answering using Retrieval Augmented GenerationCode1
Pre-training vs. Fine-tuning: A Reproducibility Study on Dense Retrieval Knowledge AcquisitionCode0
GRADA: Graph-based Reranker against Adversarial Documents AttackCode0
Benchmarking Retrieval-Augmented Generation for Chemistry—0
DynamicRAG: Leveraging Outputs of Large Language Model as Feedback for Dynamic Reranking in Retrieval-Augmented GenerationCode2
Exact Spin Elimination in Ising Hamiltonians and Energy-Based Machine Learning—0
Incomplete In-context Learning—0
Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search AgentCode2
Towards Requirements Engineering for RAG Systems—0
QUPID: Quantified Understanding for Enhanced Performance, Insights, and Decisions in Korean Search Engines—0
A Unified Hierarchical Framework for Fine-grained Cross-view Geo-localization over Large-scale Scenarios—0
OnPrem.LLM: A Privacy-Conscious Document Intelligence ToolkitCode4
ReCDAP: Relation-Based Conditional Diffusion with Attention Pooling for Few-Shot Knowledge Graph CompletionCode1
Code Retrieval for MILP Instance Generation—0
TrumorGPT: Graph-Based Retrieval-Augmented Large Language Model for Fact-Checking—0
References Indeed Matter? Reference-Free Preference Optimization for Conversational Query Reformulation—0
OMGM: Orchestrate Multiple Granularities and Modalities for Efficient Multimodal Retrieval—0
Dynamic Uncertainty Learning with Noisy Correspondence for Text-Based Person Search—0
MacRAG: Compress, Slice, and Scale-up for Multi-Scale Adaptive Context RAGCode1
A Grounded Memory System For Smart Personal Assistants—0
NeoQA: Evidence-based Question Answering with Generated News EventsCode0
ArtRAG: Retrieval-Augmented Generation with Structured Context for Visual Art Understanding—0
Query-driven Document-level Scientific Evidence Extraction from Biomedical Studies—0
Stealthy LLM-Driven Data Poisoning Attacks Against Embedding-Based Retrieval-Augmented Recommender Systems—0
Artifact Sharing for Information Retrieval Research—0
LSRP: A Leader-Subordinate Retrieval Framework for Privacy-Preserving Cloud-Device CollaborationCode0
VR-RAG: Open-vocabulary Species Recognition with RAG-Assisted Large Multi-Modal Models—0
Lost in OCR Translation? Vision-Based Approaches to Robust Document Retrieval—0
FG-CLIP: Fine-Grained Visual and Textual AlignmentCode4
An Open-Source Dual-Loss Embedding Model for Semantic Retrieval in Higher Education—0
QBR: A Question-Bank-Based Approach to Fine-Grained Legal Knowledge Retrieval for the General Public—0
Fine-Tuning Large Language Models and Evaluating Retrieval Methods for Improved Question Answering on Building Codes—0
HiPerRAG: High-Performance Retrieval Augmented Generation for Scientific Insights—0
Retrieval Augmented Generation Evaluation for Health Documents—0
The stability of generalized phase retrieval problem over compact groups—0
Theoretical Guarantees for LT-TTD: A Unified Transformer-based Architecture for Two-Level Ranking Systems—0
ZeroSearch: Incentivize the Search Capability of LLMs without SearchingCode5
LLM-Independent Adaptive RAG: Let the Question Speak for Itself—0
Retrieval Augmented Time Series ForecastingCode1
QBD-RankedDataGen: Generating Custom Ranked Datasets for Improving Query-By-Document Search Using LLM-Reranking with Reduced Human Effort—0
Attonsecond Streaking Phase Retrieval Via Deep Learning Methods—0
Scientific Hypothesis Generation and Validation: Methods, Datasets, and Future Directions—0
Multimodal Benchmarking and Recommendation of Text-to-Image Generation ModelsCode0
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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