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 32013225 of 14297 papers

TitleStatusHype
Transparentize the Internal and External Knowledge Utilization in LLMs with Trustworthy Citation0
The 1st EReL@MIR Workshop on Efficient Representation Learning for Multimodal Information Retrieval0
POLYRAG: Integrating Polyviews into Retrieval-Augmented Generation for Medical Applications0
ColBERT-serve: Efficient Multi-Stage Memory-Mapped Scoring0
Grounding-MD: Grounded Video-language Pre-training for Open-World Moment Detection0
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering0
Incremental Attractor Neural Network Modelling of the Lifespan Retrieval Curve0
Don't Retrieve, Generate: Prompting LLMs for Synthetic Training Data in Dense Retrieval0
Hypothetical Documents or Knowledge Leakage? Rethinking LLM-based Query Expansion0
LegalRAG: A Hybrid RAG System for Multilingual Legal Information Retrieval0
Data Augmentation Using Neural Acoustic Fields With Retrieval-Augmented Pre-training0
Leveraging Automatic CAD Annotations for Supervised Learning in 3D Scene UnderstandingCode0
Multi-Stage Retrieval for Operational Technology Cybersecurity Compliance Using Large Language Models: A Railway Casestudy0
Secure Multifaceted-RAG for Enterprise: Hybrid Knowledge Retrieval with Security Filtering0
RAG Without the Lag: Interactive Debugging for Retrieval-Augmented Generation Pipelines0
Fashion-RAG: Multimodal Fashion Image Editing via Retrieval-Augmented Generation0
Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Reliable Response Generation in the Wild0
InstructRAG: Leveraging Retrieval-Augmented Generation on Instruction Graphs for LLM-Based Task Planning0
Prototypes are Balanced Units for Efficient and Effective Partially Relevant Video Retrieval0
Estimating Optimal Context Length for Hybrid Retrieval-augmented Multi-document SummarizationCode0
Aspect-Based Summarization with Self-Aspect Retrieval Enhanced Generation0
SemCORE: A Semantic-Enhanced Generative Cross-Modal Retrieval Framework with MLLMs0
CSMF: Cascaded Selective Mask Fine-Tuning for Multi-Objective Embedding-Based Retrieval0
ACoRN: Noise-Robust Abstractive Compression in Retrieval-Augmented Language Models0
FreshStack: Building Realistic Benchmarks for Evaluating Retrieval on Technical Documents0
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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