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 4701–4750 of 14297 papers

TitleStatusHype
AdaComp: Extractive Context Compression with Adaptive Predictor for Retrieval-Augmented Large Language Models—0
You Only Use Reactive Attention Slice For Long Context RetrievalCode0
Multi-Source Knowledge Pruning for Retrieval-Augmented Generation: A Benchmark and Empirical StudyCode0
Smoothed Robust Phase Retrieval—0
In Defense of RAG in the Era of Long-Context Language Models—0
A Fresh Take on Stale Embeddings: Improving Dense Retriever Training with Corrector Networks—0
A Review of Image Retrieval Techniques: Data Augmentation and Adversarial Learning Approaches—0
Evidential Transformers for Improved Image Retrieval—0
Expanding on EnCLAP with Auxiliary Retrieval Model for Automated Audio Captioning—0
Masked Mixers for Language Generation and RetrievalCode0
EEG-Language Modeling for Pathology Detection—0
Dissecting Temporal Understanding in Text-to-Audio Retrieval—0
Generating Media Background Checks for Automated Source Critical Reasoning—0
Self-Supervised Vision Transformers for Writer Retrieval—0
A Counterfactual Explanation Framework for Retrieval Models—0
YA-TA: Towards Personalized Question-Answering Teaching Assistants using Instructor-Student Dual Retrieval-augmented Knowledge Fusion—0
Retrieval-Augmented Natural Language Reasoning for Explainable Visual Question Answering—0
MaFeRw: Query Rewriting with Multi-Aspect Feedbacks for Retrieval-Augmented Large Language ModelsCode0
RISSOLE: Parameter-efficient Diffusion Models via Block-wise Generation and Retrieval-Guidance—0
Evaluation of Table Representations to Answer Questions from Tables in Documents : A Case Study using 3GPP Specifications—0
FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation LearningCode0
HyPA-RAG: A Hybrid Parameter Adaptive Retrieval-Augmented Generation System for AI Legal and Policy Applications—0
SynDL: A Large-Scale Synthetic Test Collection for Passage Retrieval—0
Rethinking Sparse Lexical Representations for Image Retrieval in the Age of Rising Multi-Modal Large Language Models—0
Jina-ColBERT-v2: A General-Purpose Multilingual Late Interaction Retriever—0
SurveySum: A Dataset for Summarizing Multiple Scientific Articles into a Survey Section—0
Shot Segmentation Based on Von Neumann Entropy for Key Frame Extraction—0
Retrieval-Augmented Instruction Tuning for Automated Process Engineering Calculations : A Tool-Chaining Problem-Solving Framework with Attributable Reflection—0
Temporal Attention for Cross-View Sequential Image LocalizationCode0
Efficient k-NN Search in IoT Data: Overlap Optimization in Tree-Based Indexing Structures—0
Knowledge Discovery in Optical Music Recognition: Enhancing Information Retrieval with Instance Segmentation—0
A Statistical Framework for Data-dependent Retrieval-Augmented Models—0
Measuring publication relatedness using controlled vocabularies—0
Snap and Diagnose: An Advanced Multimodal Retrieval System for Identifying Plant Diseases in the Wild—0
MRSE: An Efficient Multi-modality Retrieval System for Large Scale E-commerce—0
Retrieval Augmented Generation for Dynamic Graph Modeling—0
Probing Causality Manipulation of Large Language Models—0
Claim Verification in the Age of Large Language Models: A Survey—0
MODOC: A Modular Interface for Flexible Interlinking of Text Retrieval and Text Generation FunctionsCode0
Riemann-based Multi-scale Attention Reasoning Network for Text-3D RetrievalCode0
Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models—0
tabulapdf: An R Package to Extract Tables from PDF Documents—0
LowCLIP: Adapting the CLIP Model Architecture for Low-Resource Languages in Multimodal Image Retrieval TaskCode0
Pandora's Box or Aladdin's Lamp: A Comprehensive Analysis Revealing the Role of RAG Noise in Large Language ModelsCode0
Structural Representation Learning and Disentanglement for Evidential Chinese Patent Approval Prediction—0
Internal and External Knowledge Interactive Refinement Framework for Knowledge-Intensive Question Answering—0
QD-VMR: Query Debiasing with Contextual Understanding Enhancement for Video Moment Retrieval—0
CodeRefine: A Pipeline for Enhancing LLM-Generated Code Implementations of Research Papers—0
Multi-Faceted Question Complexity Estimation Targeting Topic Domain-Specificity—0
Grounding Fallacies Misrepresenting Scientific Publications in EvidenceCode0
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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