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 451500 of 14297 papers

TitleStatusHype
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"Code2
Contrastive language and vision learning of general fashion conceptsCode2
FedRAG: A Framework for Fine-Tuning Retrieval-Augmented Generation SystemsCode2
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data RewardsCode2
ARES: An Automated Evaluation Framework for Retrieval-Augmented Generation SystemsCode2
A Replication Study of Dense Passage RetrieverCode2
Extended Mind TransformersCode2
RAG-QA Arena: Evaluating Domain Robustness for Long-form Retrieval Augmented Question AnsweringCode2
Exploring the best way for UAV visual localization under Low-altitude Multi-view Observation Condition: a BenchmarkCode2
RAGViz: Diagnose and Visualize Retrieval-Augmented GenerationCode2
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text GenerationCode2
RAM: Retrieval-Based Affordance Transfer for Generalizable Zero-Shot Robotic ManipulationCode2
Atlas: Few-shot Learning with Retrieval Augmented Language ModelsCode2
Evaluating RAG-Fusion with RAGElo: an Automated Elo-based FrameworkCode2
Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language ModelsCode2
Evaluation of Retrieval-Augmented Generation: A SurveyCode2
Enhancing Retrieval-Augmented Generation: A Study of Best PracticesCode2
EraRAG: Efficient and Incremental Retrieval Augmented Generation for Growing CorporaCode2
Composed Image Retrieval for Remote SensingCode2
Explore the Limits of Omni-modal Pretraining at ScaleCode2
Composed Video Retrieval via Enriched Context and Discriminative EmbeddingsCode2
Comprehending and Ordering Semantics for Image CaptioningCode2
Recurrent Context Compression: Efficiently Expanding the Context Window of LLMCode2
An Efficient Post-hoc Framework for Reducing Task Discrepancy of Text Encoders for Composed Image RetrievalCode2
Relevance-guided Supervision for OpenQA with ColBERTCode2
Empowering Large Language Models to Set up a Knowledge Retrieval Indexer via Self-LearningCode2
Egocentric Video-Language Pretraining @ EPIC-KITCHENS-100 Multi-Instance Retrieval Challenge 2022Code2
RemoteCLIP: A Vision Language Foundation Model for Remote SensingCode2
Enabling Large Language Models to Generate Text with CitationsCode2
ARAGOG: Advanced RAG Output GradingCode2
RetrievalAttention: Accelerating Long-Context LLM Inference via Vector RetrievalCode2
Egocentric Video-Language PretrainingCode2
Exploring a Fine-Grained Multiscale Method for Cross-Modal Remote Sensing Image RetrievalCode2
GiantMIDI-Piano: A large-scale MIDI dataset for classical piano musicCode2
Efficiently Learning at Test-Time: Active Fine-Tuning of LLMsCode2
Animate-A-Story: Storytelling with Retrieval-Augmented Video GenerationCode2
Efficient Inverted Indexes for Approximate Retrieval over Learned Sparse RepresentationsCode2
Efficient Multi-Vector Dense Retrieval Using Bit VectorsCode2
Retrieval-Augmented Perception: High-Resolution Image Perception Meets Visual RAGCode2
Retrieval-Augmented Score Distillation for Text-to-3D GenerationCode2
EarthLoc: Astronaut Photography Localization by Indexing Earth from SpaceCode2
DynamicRAG: Leveraging Outputs of Large Language Model as Feedback for Dynamic Reranking in Retrieval-Augmented GenerationCode2
Retrieval is Accurate GenerationCode2
Retrieval Oriented Masking Pre-training Language Model for Dense Passage RetrievalCode2
DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language ModelsCode2
Duoduo CLIP: Efficient 3D Understanding with Multi-View ImagesCode2
Contrastive Audio-Visual Masked AutoencoderCode2
ECG-Chat: A Large ECG-Language Model for Cardiac Disease DiagnosisCode2
Revisiting Contrastive Methods for Unsupervised Learning of Visual RepresentationsCode2
EfficientRAG: Efficient Retriever for Multi-Hop Question AnsweringCode2
Show:102550
← PrevPage 10 of 286Next →

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