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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 601–625 of 14297 papers

TitleStatusHype
RMIT-ADM+S at the SIGIR 2025 LiveRAG ChallengeCode1
SimpleDoc: Multi-Modal Document Understanding with Dual-Cue Page Retrieval and Iterative RefinementCode1
Constructing and Evaluating Declarative RAG Pipelines in PyTerrierCode1
Query-Focused Retrieval Heads Improve Long-Context Reasoning and Re-rankingCode1
Efficient Medical Vision-Language Alignment Through Adapting Masked Vision ModelsCode1
On Finetuning Tabular Foundation ModelsCode1
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
SlideCoder: Layout-aware RAG-enhanced Hierarchical Slide Generation from DesignCode1
DAM: Dynamic Attention Mask for Long-Context Large Language Model Inference AccelerationCode1
Joint-GCG: Unified Gradient-Based Poisoning Attacks on Retrieval-Augmented Generation SystemsCode1
PAKTON: A Multi-Agent Framework for Question Answering in Long Legal AgreementsCode1
Context is Gold to find the Gold Passage: Evaluating and Training Contextual Document EmbeddingsCode1
REAL-Prover: Retrieval Augmented Lean Prover for Mathematical ReasoningCode1
ConText-CIR: Learning from Concepts in Text for Composed Image RetrievalCode1
Rethinking Text-based Protein Understanding: Retrieval or LLM?Code1
Visualized Text-to-Image RetrievalCode1
R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement LearningCode1
KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge TracingCode1
REARANK: Reasoning Re-ranking Agent via Reinforcement LearningCode1
Modality Curation: Building Universal Embeddings for Advanced Multimodal Information RetrievalCode1
NeuSym-RAG: Hybrid Neural Symbolic Retrieval with Multiview Structuring for PDF Question AnsweringCode1
Towards Multi-Granularity Memory Association and Selection for Long-Term Conversational AgentsCode1
Optimized Text Embedding Models and Benchmarks for Amharic Passage RetrievalCode1
POQD: Performance-Oriented Query Decomposer for Multi-vector 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