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 10511100 of 14297 papers

TitleStatusHype
Enhancing Recipe Retrieval with Foundation Models: A Data Augmentation PerspectiveCode1
CARE: a Benchmark Suite for the Classification and Retrieval of EnzymesCode1
CBR-RAG: Case-Based Reasoning for Retrieval Augmented Generation in LLMs for Legal Question AnsweringCode1
Data Curation Alone Can Stabilize In-context LearningCode1
CascadER: Cross-Modal Cascading for Knowledge Graph Link PredictionCode1
Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical StudyCode1
Evaluating Retrieval Quality in Retrieval-Augmented GenerationCode1
EX-FEVER: A Dataset for Multi-hop Explainable Fact VerificationCode1
Exploring the Impact of Noise on Hybrid Inversion of PROSAIL RTM on Sentinel-2 DataCode1
Abstracting Sketches through Simple PrimitivesCode1
ERAGent: Enhancing Retrieval-Augmented Language Models with Improved Accuracy, Efficiency, and PersonalizationCode1
Can large language models reason about medical questions?Code1
Adaptive Confidence Multi-View Hashing for Multimedia RetrievalCode1
M3-Jepa: Multimodal Alignment via Multi-directional MoE based on the JEPA frameworkCode1
Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge ConflictsCode1
Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal EncoderCode1
Entity Linking in 100 LanguagesCode1
Can Retriever-Augmented Language Models Reason? The Blame Game Between the Retriever and the Language ModelCode1
EntQA: Entity Linking as Question AnsweringCode1
Equivariant Similarity for Vision-Language Foundation ModelsCode1
ESA: External Space Attention Aggregation for Image-Text RetrievalCode1
CAFe: Unifying Representation and Generation with Contrastive-Autoregressive FinetuningCode1
CaLa: Complementary Association Learning for Augmenting Composed Image RetrievalCode1
CAD-Deform: Deformable Fitting of CAD Models to 3D ScansCode1
Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge GraphsCode1
'CADSketchNet' -- An Annotated Sketch dataset for 3D CAD Model Retrieval with Deep Neural NetworksCode1
CAMeL: Cross-modality Adaptive Meta-Learning for Text-based Person RetrievalCode1
C2KD: Cross-Lingual Cross-Modal Knowledge Distillation for Multilingual Text-Video RetrievalCode1
Building Russian Benchmark for Evaluation of Information Retrieval ModelsCode1
Building an Open-Vocabulary Video CLIP Model with Better Architectures, Optimization and DataCode1
ABO: Dataset and Benchmarks for Real-World 3D Object UnderstandingCode1
CAD 3D Model classification by Graph Neural Networks: A new approach based on STEP formatCode1
Entailment Tree Explanations via Iterative Retrieval-Generation ReasonerCode1
Entity-aware Transformers for Entity SearchCode1
ESPN: Memory-Efficient Multi-Vector Information RetrievalCode1
BTR: Binary Token Representations for Efficient Retrieval Augmented Language ModelsCode1
Enhancing Uncertainty-Based Hallucination Detection with Stronger FocusCode1
Broken Neural Scaling LawsCode1
Enhancing Vision-Language Pre-Training with Jointly Learned Questioner and Dense CaptionerCode1
Bringing the State-of-the-Art to Customers: A Neural Agent Assistant Framework for Customer Service SupportCode1
Building A Coding Assistant via the Retrieval-Augmented Language ModelCode1
BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via CompressionCode1
BroadFace: Looking at Tens of Thousands of People at Once for Face RecognitionCode1
ImageRAG: Enhancing Ultra High Resolution Remote Sensing Imagery Analysis with ImageRAGCode1
Enriching Local and Global Contexts for Temporal Action LocalizationCode1
Bridging the Gap Between Indexing and Retrieval for Differentiable Search Index with Query GenerationCode1
Bridging the Gap: Multi-Level Cross-Modality Joint Alignment for Visible-Infrared Person Re-IdentificationCode1
Bridging the KB-Text Gap: Leveraging Structured Knowledge-aware Pre-training for KBQACode1
Enhancing Retrieval and Managing Retrieval: A Four-Module Synergy for Improved Quality and Efficiency in RAG SystemsCode1
Building a Manga Dataset "Manga109" with Annotations for Multimedia ApplicationsCode1
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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