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 1370113750 of 14297 papers

TitleStatusHype
Towards Cross-Modal Text-Molecule Retrieval with Better Modality AlignmentCode0
ViPCap: Retrieval Text-Based Visual Prompts for Lightweight Image CaptioningCode0
ViQuAE, a Dataset for Knowledge-based Visual Question Answering about Named EntitiesCode0
Pirá: A Bilingual Portuguese-English Dataset for Question-Answering about the OceanCode0
Quantifying consensus of rankings based on q-support patternsCode0
Stop Pre-Training: Adapt Visual-Language Models to Unseen LanguagesCode0
Towards Diverse Temporal Grounding under Single Positive LabelsCode0
Quantifying and Alleviating the Language Prior Problem in Visual Question AnsweringCode0
Virtual Knowledge Graph Construction for Zero-Shot Domain-Specific Document RetrievalCode0
Rethinking Label Smoothing on Multi-hop Question AnsweringCode0
On learning with shift-invariant structuresCode0
Semi-supervised Question Retrieval with Gated ConvolutionsCode0
On the Interpolation of Contextualized Term-based Ranking with BM25 for Query-by-Example RetrievalCode0
(Un)likelihood Training for Interpretable EmbeddingCode0
Towards Efficient Partially Relevant Video Retrieval with Active Moment DiscoveringCode0
Learning to Detect and Retrieve Objects from Unlabeled VideosCode0
Semi-supervised Human Pose Estimation in Art-historical ImagesCode0
Win-Fail Action RecognitionCode0
What Are You Token About? Dense Retrieval as Distributions Over the VocabularyCode0
Towards End-to-End Open Conversational Machine ReadingCode0
Semi-Supervised Convolutive NMF for Automatic Piano TranscriptionCode0
Streamlining Social Media Information Retrieval for COVID-19 Research with Deep LearningCode0
Stretching Sentence-pair NLI Models to Reason over Long Documents and ClustersCode0
Towards End-to-End Reinforcement Learning of Dialogue Agents for Information AccessCode0
Semi-Parametric Retrieval via Binary Bag-of-Tokens IndexCode0
SEMICON: A Learning-to-hash Solution for Large-scale Fine-grained Image RetrievalCode0
Pipelines for Procedural Information Extraction from Scientific Literature: Towards Recipes using Machine Learning and Data ScienceCode0
Towards Enhancing Linked Data Retrieval in Conversational UIs using Large Language ModelsCode0
Towards Example-Based NMT with Multi-Levenshtein TransformersCode0
Structure-Aware 3D VR Sketch to 3D Shape RetrievalCode0
On the Influence of Context Size and Model Choice in Retrieval-Augmented Generation SystemsCode0
Semantic Summarization of Egocentric Photo Stream EventsCode0
Rethinking Chunk Size For Long-Document Retrieval: A Multi-Dataset AnalysisCode0
Phrase Retrieval for Open-Domain Conversational Question Answering with Conversational Dependency Modeling via Contrastive LearningCode0
Towards Fast Adaptation of Pretrained Contrastive Models for Multi-channel Video-Language RetrievalCode0
Res-U2Net: Untrained Deep Learning for Phase Retrieval and Image ReconstructionCode0
Unlocking Temporal Question Answering for Large Language Models with Tailor-Made Reasoning LogicCode0
Response Selection with Topic Clues for Retrieval-based ChatbotsCode0
On the Impact of Speech Recognition Errors in Passage Retrieval for Spoken Question AnsweringCode0
Towards Filling the Gap in Conversational Search: From Passage Retrieval to Conversational Response GenerationCode0
Quam: Adaptive Retrieval through Query Affinity ModellingCode0
Semantic speech retrieval with a visually grounded model of untranscribed speechCode0
Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language ModelsCode0
UNREAL:Unlabeled Nodes Retrieval and Labeling for Heavily-imbalanced Node ClassificationCode0
Structure Similarity Preservation Learning for Asymmetric Image RetrievalCode0
Towards Food Image Retrieval via Generalization-oriented Sampling and Loss Function DesignCode0
Phrase-Indexed Question Answering: A New Challenge for Scalable Document ComprehensionCode0
Retrieving Users' Opinions on Social Media with Multimodal Aspect-Based Sentiment AnalysisCode0
StructVPR++: Distill Structural and Semantic Knowledge with Weighting Samples for Visual Place RecognitionCode0
Unstructured Knowledge Access in Task-oriented Dialog Modeling using Language Inference, Knowledge Retrieval and Knowledge-Integrative Response GenerationCode0
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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