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 28512875 of 14297 papers

TitleStatusHype
Protriever: End-to-End Differentiable Protein Homology Search for Fitness Prediction0
XGraphRAG: Interactive Visual Analysis for Graph-based Retrieval-Augmented GenerationCode0
Efficient Context Selection for Long-Context QA: No Tuning, No Iteration, Just Adaptive-k0
RAISE: Enhancing Scientific Reasoning in LLMs via Step-by-Step RetrievalCode0
Multimodal Representation Alignment for Cross-modal Information Retrieval0
CC-RAG: Structured Multi-Hop Reasoning via Theme-Based Causal Graphs0
Knowledge Compression via Question Generation: Enhancing Multihop Document Retrieval without Fine-tuning0
LEANN: A Low-Storage Vector Index0
SceneRAG: Scene-level Retrieval-Augmented Generation for Video Understanding0
Unable to Forget: Proactive lnterference Reveals Working Memory Limits in LLMs Beyond Context Length0
LlamaRec-LKG-RAG: A Single-Pass, Learnable Knowledge Graph-RAG Framework for LLM-Based RankingCode0
AR-RAG: Autoregressive Retrieval Augmentation for Image GenerationCode0
From Swath to Full-Disc: Advancing Precipitation Retrieval with Multimodal Knowledge ExpansionCode0
Experimental Evaluation of Static Image Sub-Region-Based Search Models Using CLIP0
The State-of-the-Art in Lifelog Retrieval: A Review of Progress at the ACM Lifelog Search Challenge Workshop 2022-240
BTPD: A Multilingual Hand-curated Dataset of Bengali Transnational Political Discourse Across Online Communities0
BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular Interactions0
Exp4Fuse: A Rank Fusion Framework for Enhanced Sparse Retrieval using Large Language Model-based Query ExpansionCode0
Dynamic Context Tuning for Retrieval-Augmented Generation: Enhancing Multi-Turn Planning and Tool Adaptation0
Beyond Cropped Regions: New Benchmark and Corresponding Baseline for Chinese Scene Text Retrieval in Diverse Layouts0
Mathematical Reasoning for Unmanned Aerial Vehicles: A RAG-Based Approach for Complex Arithmetic ReasoningCode0
Knowledgeable-r1: Policy Optimization for Knowledge Exploration in Retrieval-Augmented GenerationCode0
On Automating Security Policies with Contemporary LLMs0
Robust Few-Shot Vision-Language Model Adaptation0
From Play to Replay: Composed Video Retrieval for Temporally Fine-Grained VideosCode0
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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