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 6726–6750 of 14297 papers

TitleStatusHype
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