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 101–150 of 14297 papers

TitleStatusHype
TableRAG: A Retrieval Augmented Generation Framework for Heterogeneous Document ReasoningCode2
Beyond True or False: Retrieval-Augmented Hierarchical Analysis of Nuanced ClaimsCode0
ScholarSearch: Benchmarking Scholar Searching Ability of LLMs—0
Retrieval of Surface Solar Radiation through Implicit Albedo Recovery from Temporal ContextCode0
Improving Personalized Search with Regularized Low-Rank Parameter UpdatesCode0
Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question AnsweringCode0
Query-Focused Retrieval Heads Improve Long-Context Reasoning and Re-rankingCode1
MAGMaR Shared Task System Description: Video Retrieval with OmniEmbed—0
Adding simple structure at inference improves Vision-Language CompositionalityCode0
Q2E: Query-to-Event Decomposition for Zero-Shot Multilingual Text-to-Video Retrieval—0
XGraphRAG: Interactive Visual Analysis for Graph-based Retrieval-Augmented GenerationCode0
Evaluation empirique de la sécurisation et de l'alignement de ChatGPT et Gemini: analyse comparative des vulnérabilités par expérimentations de jailbreaks—0
FedRAG: A Framework for Fine-Tuning Retrieval-Augmented Generation SystemsCode2
DiscoVLA: Discrepancy Reduction in Vision, Language, and Alignment for Parameter-Efficient Video-Text RetrievalCode1
FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented GenerationCode1
Multimodal Representation Alignment for Cross-modal Information Retrieval—0
Protriever: End-to-End Differentiable Protein Homology Search for Fitness Prediction—0
Efficient Context Selection for Long-Context QA: No Tuning, No Iteration, Just Adaptive-k—0
On Finetuning Tabular Foundation ModelsCode1
RAISE: Enhancing Scientific Reasoning in LLMs via Step-by-Step RetrievalCode0
CC-RAG: Structured Multi-Hop Reasoning via Theme-Based Causal Graphs—0
Efficient Medical Vision-Language Alignment Through Adapting Masked Vision ModelsCode1
Knowledge Compression via Question Generation: Enhancing Multihop Document Retrieval without Fine-tuning—0
SlideCoder: Layout-aware RAG-enhanced Hierarchical Slide Generation from DesignCode1
SceneRAG: Scene-level Retrieval-Augmented Generation for Video Understanding—0
LlamaRec-LKG-RAG: A Single-Pass, Learnable Knowledge Graph-RAG Framework for LLM-Based RankingCode0
LEANN: A Low-Storage Vector Index—0
Unable to Forget: Proactive lnterference Reveals Working Memory Limits in LLMs Beyond Context Length—0
Hierarchical Lexical Graph for Enhanced Multi-Hop RetrievalCode3
From Swath to Full-Disc: Advancing Precipitation Retrieval with Multimodal Knowledge ExpansionCode0
AR-RAG: Autoregressive Retrieval Augmentation for Image GenerationCode0
The State-of-the-Art in Lifelog Retrieval: A Review of Progress at the ACM Lifelog Search Challenge Workshop 2022-24—0
BTPD: A Multilingual Hand-curated Dataset of Bengali Transnational Political Discourse Across Online Communities—0
Experimental Evaluation of Static Image Sub-Region-Based Search Models Using CLIP—0
BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular Interactions—0
DAM: Dynamic Attention Mask for Long-Context Large Language Model Inference AccelerationCode1
Joint-GCG: Unified Gradient-Based Poisoning Attacks on Retrieval-Augmented Generation SystemsCode1
When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented GenerationCode3
Dynamic Context Tuning for Retrieval-Augmented Generation: Enhancing Multi-Turn Planning and Tool Adaptation—0
Knowledgeable-r1: Policy Optimization for Knowledge Exploration in Retrieval-Augmented GenerationCode0
Beyond Cropped Regions: New Benchmark and Corresponding Baseline for Chinese Scene Text Retrieval in Diverse Layouts—0
Locality Preserving Markovian Transition for Instance Retrieval—0
Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic ReasoningCode0
SUCEA: Reasoning-Intensive Retrieval for Adversarial Fact-checking through Claim Decomposition and EditingCode0
Towards Storage-Efficient Visual Document Retrieval: An Empirical Study on Reducing Patch-Level Embeddings—0
Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation ModelsCode5
APVR: Hour-Level Long Video Understanding with Adaptive Pivot Visual Information Retrieval—0
HypeVPR: Exploring Hyperbolic Space for Perspective to Equirectangular Visual Place RecognitionCode0
Robust Few-Shot Vision-Language Model Adaptation—0
Exp4Fuse: A Rank Fusion Framework for Enhanced Sparse Retrieval using Large Language Model-based Query ExpansionCode0
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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