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 2201–2225 of 14297 papers

TitleStatusHype
Streamlining Conformal Information Retrieval via Score Refinement—0
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoMLCode2
Task-free Lifelong Robot Learning with Retrieval-based Weighted Local Adaptation—0
Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers—0
UncertaintyRAG: Span-Level Uncertainty Enhanced Long-Context Modeling for Retrieval-Augmented Generation—0
GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning—0
Intrinsic Evaluation of RAG Systems for Deep-Logic Questions—0
Adversarial Decoding: Generating Readable Documents for Adversarial ObjectivesCode1
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization—0
Unified Multimodal Interleaved Document Representation for Retrieval—0
CoLLAP: Contrastive Long-form Language-Audio Pretraining with Musical Temporal Structure Augmentation—0
Contextual Document Embeddings—0
Enhancing Retrieval in QA Systems with Derived Feature AssociationCode0
Quantifying the Gaps Between Translation and Native Perception in Training for Multimodal, Multilingual Retrieval—0
BordIRlines: A Dataset for Evaluating Cross-lingual Retrieval-Augmented GenerationCode0
Can We Further Elicit Reasoning in LLMs? Critic-Guided Planning with Retrieval-Augmentation for Solving Challenging Tasks—0
PairDistill: Pairwise Relevance Distillation for Dense RetrievalCode1
Efficient Length-Generalizable Attention via Causal Retrieval for Long-Context Language Modeling—0
Recursive Abstractive Processing for Retrieval in Dynamic Datasets—0
Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language ModelsCode2
Saliency-Guided DETR for Moment Retrieval and Highlight DetectionCode1
EUFCC-CIR: a Composed Image Retrieval Dataset for GLAM CollectionsCode0
Elaborative Subtopic Query Reformulation for Broad and Indirect Queries in Travel Destination RecommendationCode0
Classifying Peace in Global Media Using RAG and Intergroup Reciprocity—0
Optimizing and Evaluating Enterprise Retrieval-Augmented Generation (RAG): A Content Design PerspectiveCode0
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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