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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 1051–1075 of 14297 papers

TitleStatusHype
Compress to Impress: Unleashing the Potential of Compressive Memory in Real-World Long-Term ConversationsCode1
Perceiving Longer Sequences With Bi-Directional Cross-Attention TransformersCode1
When Do LLMs Need Retrieval Augmentation? Mitigating LLMs' Overconfidence Helps Retrieval AugmentationCode1
Metacognitive Retrieval-Augmented Large Language ModelsCode1
ExaRanker-Open: Synthetic Explanation for IR using Open-Source LLMsCode1
Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuningCode1
BGE M3-Embedding: Multi-Lingual, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge DistillationCode1
C-RAG: Certified Generation Risks for Retrieval-Augmented Language ModelsCode1
Region-Based Representations RevisitedCode1
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern RetrievalCode1
Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM CollaborationCode1
History-Aware Conversational Dense RetrievalCode1
NFT1000: A Cross-Modal Dataset for Non-Fungible Token RetrievalCode1
From RAG to QA-RAG: Integrating Generative AI for Pharmaceutical Regulatory Compliance ProcessCode1
K-QA: A Real-World Medical Q&A BenchmarkCode1
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet ExtractionCode1
SciMMIR: Benchmarking Scientific Multi-modal Information RetrievalCode1
DREditor: An Time-efficient Approach for Building a Domain-specific Dense Retrieval ModelCode1
PHMD: An easy data access tool for prognosis and health management datasetsCode1
Drop your Decoder: Pre-training with Bag-of-Word Prediction for Dense Passage RetrievalCode1
DGL: Dynamic Global-Local Prompt Tuning for Text-Video RetrievalCode1
Generative Dense Retrieval: Memory Can Be a BurdenCode1
Generative Multi-Modal Knowledge Retrieval with Large Language ModelsCode1
Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote SensingCode1
HiHPQ: Hierarchical Hyperbolic Product Quantization for Unsupervised Image RetrievalCode1
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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