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 12011250 of 14297 papers

TitleStatusHype
GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language ModelsCode1
CrIBo: Self-Supervised Learning via Cross-Image Object-Level BootstrappingCode1
Language Models As Semantic IndexersCode1
ESA: External Space Attention Aggregation for Image-Text RetrievalCode1
DrugCLIP: Contrastive Protein-Molecule Representation Learning for Virtual ScreeningCode1
Sentence-level Prompts Benefit Composed Image RetrievalCode1
GMMFormer: Gaussian-Mixture-Model Based Transformer for Efficient Partially Relevant Video RetrievalCode1
Building an Open-Vocabulary Video CLIP Model with Better Architectures, Optimization and DataCode1
DORIS-MAE: Scientific Document Retrieval using Multi-level Aspect-based QueriesCode1
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective AugmentationCode1
BioBridge: Bridging Biomedical Foundation Models via Knowledge GraphsCode1
Retrieval-augmented Generation to Improve Math Question-Answering: Trade-offs Between Groundedness and Human PreferenceCode1
BTR: Binary Token Representations for Efficient Retrieval Augmented Language ModelsCode1
Compressing LLMs: The Truth is Rarely Pure and Never SimpleCode1
Making Retrieval-Augmented Language Models Robust to Irrelevant ContextCode1
Reasoning on Graphs: Faithful and Interpretable Large Language Model ReasoningCode1
FELM: Benchmarking Factuality Evaluation of Large Language ModelsCode1
Interpretable Long-Form Legal Question Answering with Retrieval-Augmented Large Language ModelsCode1
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal RetrievalCode1
FORB: A Flat Object Retrieval Benchmark for Universal Image EmbeddingCode1
Context-I2W: Mapping Images to Context-dependent Words for Accurate Zero-Shot Composed Image RetrievalCode1
Graph Neural Prompting with Large Language ModelsCode1
A Novel Geo-Localization Method for UAV and Satellite Images Using Cross-View Consistent AttentionCode1
EMelodyGen: Emotion-Conditioned Melody Generation in ABC Notation with the Musical Feature TemplateCode1
Generative Retrieval with Semantic Tree-Structured Item Identifiers via Contrastive LearningCode1
Model-enhanced Vector IndexCode1
On Sparse Modern Hopfield ModelCode1
On-the-Fly SfM: What you capture is What you getCode1
InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language ModelsCode1
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive LearningCode1
Unified Coarse-to-Fine Alignment for Video-Text RetrievalCode1
RECAP: Retrieval-Augmented Audio CaptioningCode1
Simulation-based Inference for Exoplanet Atmospheric Retrieval: Insights from winning the Ariel Data Challenge 2023 using Normalizing FlowsCode1
ODSum: New Benchmarks for Open Domain Multi-Document SummarizationCode1
In-Style: Bridging Text and Uncurated Videos with Style Transfer for Text-Video RetrievalCode1
HealthFC: Verifying Health Claims with Evidence-Based Medical Fact-CheckingCode1
HOC-Search: Efficient CAD Model and Pose Retrieval from RGB-D ScansCode1
OpenFashionCLIP: Vision-and-Language Contrastive Learning with Open-Source Fashion DataCode1
From Artificially Real to Real: Leveraging Pseudo Data from Large Language Models for Low-Resource Molecule DiscoveryCode1
Towards Content-based Pixel Retrieval in Revisited Oxford and ParisCode1
Exploring Large Language Models for Communication Games: An Empirical Study on WerewolfCode1
CSPRD: A Financial Policy Retrieval Dataset for Chinese Stock MarketCode1
SSIG: A Visually-Guided Graph Edit Distance for Floor Plan SimilarityCode1
Efficient Adaptive Human-Object Interaction Detection with Concept-guided MemoryCode1
HAE-RAE Bench: Evaluation of Korean Knowledge in Language ModelsCode1
Symbolic Music Representations for Classification Tasks: A Systematic EvaluationCode1
Augmenting Black-box LLMs with Medical Textbooks for Biomedical Question Answering (Published in Findings of EMNLP 2024)Code1
DiscoverPath: A Knowledge Refinement and Retrieval System for Interdisciplinarity on Biomedical ResearchCode1
Patent image retrieval using transformer-based deep metric learningCode1
Pose-Graph Attentional Graph Neural Network for Lidar Place RecognitionCode1
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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