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 6701–6750 of 14297 papers

TitleStatusHype
Task-Aware Specialization for Efficient and Robust Dense Retrieval for Open-Domain Question AnsweringCode1
Hybrid Inverted Index Is a Robust Accelerator for Dense RetrievalCode1
Better Than Whitespace: Information Retrieval for Languages without Custom Tokenizers—0
MAP: Multimodal Uncertainty-Aware Vision-Language Pre-training ModelCode1
Legal Element-oriented Modeling with Multi-view Contrastive Learning for Legal Case Retrieval—0
Misspecified Phase Retrieval with Generative PriorsCode0
Large-to-small Image Resolution Asymmetry in Deep Metric LearningCode1
Mixed-modality Representation Learning and Pre-training for Joint Table-and-Text Retrieval in OpenQACode1
Learning to Locate Visual Answer in Video Corpus Using QuestionCode0
Deep Evidential Learning with Noisy Correspondence for Cross-Modal RetrievalCode1
Improving Retrieval Augmented Neural Machine Translation by Controlling Source and Fuzzy-Match Interactions—0
Multilingual Representation Distillation with Contrastive Learning—0
CORE: A Retrieve-then-Edit Framework for Counterfactual Data GenerationCode0
Contrastive Video-Language Learning with Fine-grained Frame Sampling—0
Fighting FIRe with FIRE: Assessing the Validity of Text-to-Video Retrieval Benchmarks—0
Improving Visual-Semantic Embeddings by Learning Semantically-Enhanced Hard Negatives for Cross-modal Information RetrievalCode0
Spectral Geometric Verification: Re-Ranking Point Cloud Retrieval for Metric LocalizationCode1
Visually Similar Products Retrieval for Shopsy—0
MAMO: Masked Multimodal Modeling for Fine-Grained Vision-Language Representation Learning—0
Contrastive Representation Learning for Conversational Question Answering over Knowledge GraphsCode0
Take a Fresh Look at Recommender Systems from an Evaluation Standpoint—0
Multi-Objective Personalized Product Retrieval in Taobao Search—0
Learning to Decompose Visual Features with Latent Textual Prompts—0
CoopHash: Cooperative Learning of Multipurpose Descriptor and Contrastive Pair Generator via Variational MCMC Teaching for Supervised Image Hashing—0
ConTra: (Con)text (Tra)nsformer for Cross-Modal Video RetrievalCode0
Enhanced vectors for top-k document retrieval in Question Answering—0
Understanding HTML with Large Language Models—0
Learning to embed semantic similarity for joint image-text retrieval—0
Retrieval Augmented Visual Question Answering with Outside KnowledgeCode2
Specialized Re-Ranking: A Novel Retrieval-Verification Framework for Cloth Changing Person Re-Identification—0
Few-Shot Anaphora Resolution in Scientific Protocols via Mixtures of In-Context ExpertsCode0
C2KD: Cross-Lingual Cross-Modal Knowledge Distillation for Multilingual Text-Video RetrievalCode1
InfoOT: Information Maximizing Optimal TransportCode1
MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text—0
Efficiently Enhancing Zero-Shot Performance of Instruction Following Model via Retrieval of Soft PromptCode1
Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question Answering—0
Content-Based Search for Deep Generative ModelsCode2
Generalization Properties of Retrieval-based Models—0
Predictive Edge Caching through Deep Mining of Sequential Patterns in User Content Retrievals—0
Matching Text and Audio Embeddings: Exploring Transfer-learning Strategies for Language-based Audio Retrieval—0
Active Image IndexingCode1
Two Video Data Sets for Tracking and Retrieval of Out of Distribution ObjectsCode0
Unsupervised Sentence Textual Similarity with Compositional Phrase SemanticsCode0
Decomposed Prompting: A Modular Approach for Solving Complex TasksCode1
Granularity-aware Adaptation for Image Retrieval over Multiple Tasks—0
Nonparametric Decoding for Generative RetrievalCode1
Medical Image Retrieval via Nearest Neighbor Search on Pre-trained Image FeaturesCode0
Supervised Metric Learning to Rank for Retrieval via Contextual Similarity OptimizationCode1
Detect, Retrieve, Comprehend: A Flexible Framework for Zero-Shot Document-Level Question Answering—0
When and why vision-language models behave like bags-of-words, and what to do about it?Code2
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All datasetsQuora Question PairsHotpotQANatural QuestionsOK-VQAInfoSeekMVKPolyvorePubMedQAPubMedQA corpus with metadataToolLensคลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

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