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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 3001–3025 of 14297 papers

TitleStatusHype
TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented GenerationCode1
Duoduo CLIP: Efficient 3D Understanding with Multi-View ImagesCode2
Fine-Tuning or Fine-Failing? Debunking Performance Myths in Large Language Models—0
Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering CapabilitiesCode0
Few-Shot Recognition via Stage-Wise Retrieval-Augmented FinetuningCode1
ARNet: Self-Supervised FG-SBIR with Unified Sample Feature Alignment and Multi-Scale Token RecyclingCode0
Revisiting Cosine Similarity via Normalized ICA-transformed EmbeddingsCode0
Adaptive Query Rewriting: Aligning Rewriters through Marginal Probability of Conversational Answers—0
RAEmoLLM: Retrieval Augmented LLMs for Cross-Domain Misinformation Detection Using In-Context Learning based on Emotional InformationCode0
Curating Stopwords in Marathi: A TF-IDF Approach for Improved Text Analysis and Information Retrieval—0
Reminding Multimodal Large Language Models of Object-aware Knowledge with Retrieved Tags—0
SparseCL: Sparse Contrastive Learning for Contradiction Retrieval—0
TokenRec: Learning to Tokenize ID for LLM-based Generative Recommendation—0
Automating Pharmacovigilance Evidence Generation: Using Large Language Models to Produce Context-Aware SQL—0
Integrating Large Language Models with Graph-based Reasoning for Conversational Question Answering—0
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems—0
AMR-RE: Abstract Meaning Representations for Retrieval-Based In-Context Learning in Relation Extraction—0
ClimRetrieve: A Benchmarking Dataset for Information Retrieval from Corporate Climate DisclosuresCode0
Retrieval Augmented Fact Verification by Synthesizing Contrastive Arguments—0
Annotation Cost-Efficient Active Learning for Deep Metric Learning Driven Remote Sensing Image Retrieval—0
BiVLC: Extending Vision-Language Compositionality Evaluation with Text-to-Image RetrievalCode0
Neural Concept BinderCode1
HIRO: Hierarchical Information Retrieval OptimizationCode0
Datasets for Multilingual Answer Sentence Selection—0
Bioptic B1: A Target-Agnostic Potency-Based Small Molecules Search Engine—0
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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