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 1385113900 of 14297 papers

TitleStatusHype
Symbolic Inductive Bias for Visually Grounded Learning of Spoken LanguageCode0
Semantically-Aligned Equation Generation for Solving and Reasoning Math Word ProblemsCode0
Symmetrical Bidirectional Knowledge Alignment for Zero-Shot Sketch-Based Image RetrievalCode0
Self-supervised Vision Transformers for 3D Pose Estimation of Novel ObjectsCode0
Symmetric Multi-Similarity Loss for EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2024Code0
Self-supervised Video Representation Learning by Context and Motion DecouplingCode0
Re-Ranking Words to Improve Interpretability of Automatically Generated TopicsCode0
RE-RAG: Improving Open-Domain QA Performance and Interpretability with Relevance Estimator in Retrieval-Augmented GenerationCode0
Self-supervised Video Representation Learning with Cascade Positive RetrievalCode0
SynCDR : Training Cross Domain Retrieval Models with Synthetic DataCode0
Synchronous Faithfulness Monitoring for Trustworthy Retrieval-Augmented GenerationCode0
ProveRAG: Provenance-Driven Vulnerability Analysis with Automated Retrieval-Augmented LLMsCode0
XRICL: Cross-lingual Retrieval-Augmented In-Context Learning for Cross-lingual Text-to-SQL Semantic ParsingCode0
ReQA: An Evaluation for End-to-End Answer Retrieval ModelsCode0
Word Embeddings for Entity-annotated TextsCode0
Towards Verifiable Generation: A Benchmark for Knowledge-aware Language Model AttributionCode0
ZOOMER: Boosting Retrieval on Web-scale Graphs by Regions of InterestCode0
Repurposing Language Models into Embedding Models: Finding the Compute-Optimal RecipeCode0
PGT: Pseudo Relevance Feedback Using a Graph-Based TransformerCode0
REPT: Bridging Language Models and Machine Reading Comprehension via Retrieval-Based Pre-trainingCode0
Reproducing NevIR: Negation in Neural Information RetrievalCode0
Visualizing Dialogues: Enhancing Image Selection through Dialogue Understanding with Large Language ModelsCode0
Self-Supervised Visual Learning by Variable Playback Speeds Prediction of a VideoCode0
Overlapping Spaces for Compact Graph RepresentationsCode0
Reproducing HotFlip for Corpus Poisoning Attacks in Dense RetrievalCode0
Self-supervised Product Quantization for Deep Unsupervised Image RetrievalCode0
Unsupervised Morphological Paradigm CompletionCode0
Out of Style: RAG's Fragility to Linguistic VariationCode0
Unsupervised Multi-Index Semantic HashingCode0
Unsupervised Multilingual Dense Retrieval via Generative Pseudo LabelingCode0
Synthetic Programming Elicitation for Text-to-Code in Very Low-Resource Programming and Formal LanguagesCode0
PerSRV: Personalized Sticker Retrieval with Vision-Language ModelCode0
Self-Supervised Learning from Web Data for Multimodal RetrievalCode0
Unsupervised Neural Quantization for Compressed-Domain Similarity SearchCode0
Visually-augmented pretrained language models for NLP tasks without imagesCode0
Systematic Evaluation of Neural Retrieval Models on the Touché 2020 Argument Retrieval Subset of BEIRCode0
Systematic Knowledge Injection into Large Language Models via Diverse Augmentation for Domain-Specific RAGCode0
Prototypical Mixing and Retrieval-Based Refinement for Label Noise-Resistant Image RetrievalCode0
Reproducibility, Replicability, and Insights into Visual Document Retrieval with Late InteractionCode0
Self-Supervised Contrastive BERT Fine-tuning for Fusion-based Reviewed-Item RetrievalCode0
Self-supervised context-aware COVID-19 document exploration through atlas groundingCode0
T2VLAD: Global-Local Sequence Alignment for Text-Video RetrievalCode0
Visually-Aware Context Modeling for News Image CaptioningCode0
Self-Supervised Adversarial Hashing Networks for Cross-Modal RetrievalCode0
Reproducibility Analysis and Enhancements for Multi-Aspect Dense Retriever with Aspect LearningCode0
Self-Enhancement Improves Text-Image Retrieval in Foundation Visual-Language ModelsCode0
TableRAG: Million-Token Table Understanding with Language ModelsCode0
Representation Sparsification with Hybrid Thresholding for Fast SPLADE-based Document RetrievalCode0
Self-Critique Guided Iterative Reasoning for Multi-hop Question AnsweringCode0
Self-adaptive Multimodal Retrieval-Augmented 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