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 50015050 of 14297 papers

TitleStatusHype
MixBCT: Towards Self-Adapting Backward-Compatible TrainingCode0
Global Features are All You Need for Image Retrieval and RerankingCode2
Free-ATM: Exploring Unsupervised Learning on Diffusion-Generated Images with Free Attention Masks0
Contrastive Learning for Cross-modal Artist Retrieval0
Performance Prediction for Multi-hop Questions0
U-RED: Unsupervised 3D Shape Retrieval and Deformation for Partial Point CloudsCode1
Uncertainty-Aware Cross-Modal Transfer Network for Sketch-Based 3D Shape Retrieval0
LittleMu: Deploying an Online Virtual Teaching Assistant via Heterogeneous Sources Integration and Chain of Teach PromptsCode0
Breaking Language Barriers with MMTweets: Advancing Cross-Lingual Debunked Narrative Retrieval for Fact-Checking0
Informative Scene Graph Generation via Debiasing0
Conceptualizing Machine Learning for Dynamic Information Retrieval of Electronic Health Record Notes0
Evaluating and Optimizing the Effectiveness of Neural Machine Translation in Supporting Code Retrieval Models: A Study on the CAT Benchmark0
Building Interpretable and Reliable Open Information Retriever for New Domains Overnight0
Answering Unseen Questions With Smaller Language Models Using Rationale Generation and Dense Retrieval0
Foreground Object Search by Distilling Composite Image FeatureCode1
Beyond Surprise: Improving Exploration Through Surprise NoveltyCode1
A Comparative Study on TF-IDF feature Weighting Method and its Analysis using Unstructured Dataset0
Advancing Natural-Language Based Audio Retrieval with PaSST and Large Audio-Caption Data SetsCode0
Hybrid-RACA: Hybrid Retrieval-Augmented Composition Assistance for Real-time Text Prediction0
Top K Relevant Passage Retrieval for Biomedical Question AnsweringCode0
SimplyRetrieve: A Private and Lightweight Retrieval-Centric Generative AI ToolCode2
Robust retrieval of material chemical states in X-ray microspectroscopy0
Coarse-to-Fine: Learning Compact Discriminative Representation for Single-Stage Image RetrievalCode1
On Monotonic Aggregation for Open-domain QACode0
Unifying Two-Stream Encoders with Transformers for Cross-Modal RetrievalCode1
Keyword Spotting Simplified: A Segmentation-Free Approach using Character Counting and CTC re-scoringCode0
Vocab-Expander: A System for Creating Domain-Specific Vocabularies Based on Word Embeddings0
Coupling Symbolic Reasoning with Language Modeling for Efficient Longitudinal Understanding of Unstructured Electronic Medical Records0
Improving Few-shot and Zero-shot Entity Linking with Coarse-to-Fine Lexicon-based Retriever0
End-to-End Query Term WeightingCode1
Improving Domain-Specific Retrieval by NLI Fine-Tuning0
Embedding-based Retrieval with LLM for Effective Agriculture Information Extracting from Unstructured Data0
Towards Consistency Filtering-Free Unsupervised Learning for Dense Retrieval0
A Comprehensive Analysis of Real-World Image Captioning and Scene Identification0
ChatGPT for GTFS: Benchmarking LLMs on GTFS Understanding and RetrievalCode0
RAHNet: Retrieval Augmented Hybrid Network for Long-tailed Graph Classification0
GEMRec: Towards Generative Model RecommendationCode1
Fast Slate Policy Optimization: Going Beyond Plackett-Luce0
Lexicon and Rule-based Word Lemmatization Approach for the Somali LanguageCode0
The All-Seeing Project: Towards Panoptic Visual Recognition and Understanding of the Open WorldCode2
Nonconvex optimization for optimum retrieval of the transmission matrix of a multimode fiberCode0
Rethinking Similarity Search: Embracing Smarter Mechanisms over Smarter Data0
Teaching Smaller Language Models To Generalise To Unseen Compositional QuestionsCode0
TeachCLIP: Multi-Grained Teaching for Efficient Text-to-Video Retrieval0
Towards Discriminative Representation with Meta-learning for Colonoscopic Polyp Re-Identification0
ELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders0
MES-Loss: Mutually equidistant separation metric learning loss function0
Adapt and Decompose: Efficient Generalization of Text-to-SQL via Domain Adapted Least-To-Most Prompting0
Self-Supervised Contrastive BERT Fine-tuning for Fusion-based Reviewed-Item RetrievalCode0
ChatMOF: An Autonomous AI System for Predicting and Generating Metal-Organic Frameworks0
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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