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 37013750 of 14297 papers

TitleStatusHype
Repoformer: Selective Retrieval for Repository-Level Code Completion0
DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language ModelsCode2
Multiscale Matching Driven by Cross-Modal Similarity Consistency for Audio-Text Retrieval0
Improving Medical Multi-modal Contrastive Learning with Expert AnnotationsCode0
KP-RED: Exploiting Semantic Keypoints for Joint 3D Shape Retrieval and DeformationCode1
Enhancing LLM Factual Accuracy with RAG to Counter Hallucinations: A Case Study on Domain-Specific Queries in Private Knowledge-BasesCode1
Exploring the Capabilities and Limitations of Large Language Models in the Electric Energy Sector0
Re-Search for The Truth: Multi-round Retrieval-augmented Large Language Models are Strong Fake News Detectors0
Logical Discrete Graphical Models Must Supplement Large Language Models for Information Synthesis0
RAGGED: Towards Informed Design of Retrieval Augmented Generation SystemsCode2
Seed-based information retrieval in networks of research publications: Evaluation of direct citations, bibliographic coupling, co-citations and PubMed related article score0
Retrieval augmented text-to-SQL generation for epidemiological question answering using electronic health recordsCode1
What Sketch Explainability Really Means for Downstream Tasks0
Online and Offline Evaluation in Search Clarification0
Foundation Models and Information Retrieval in Digital Pathology0
Detecting Hallucination and Coverage Errors in Retrieval Augmented Generation for Controversial Topics0
Domain Adaptation for Dense Retrieval and Conversational Dense Retrieval through Self-Supervision by Meticulous Pseudo-Relevance Labeling0
PAPERCLIP: Associating Astronomical Observations and Natural Language with Multi-Modal ModelsCode1
Leveraging Compressed Frame Sizes For Ultra-Fast Video Classification0
Analyzing Adversarial Attacks on Sequence-to-Sequence Relevance ModelsCode0
Mechanics of Next Token Prediction with Self-Attention0
Learn and Search: An Elegant Technique for Object Lookup using Contrastive Learning0
Textual Knowledge Matters: Cross-Modality Co-Teaching for Generalized Visual Class DiscoveryCode1
You'll Never Walk Alone: A Sketch and Text Duet for Fine-Grained Image Retrieval0
Text-to-Image Diffusion Models are Great Sketch-Photo Matchmakers0
It's All About Your Sketch: Democratising Sketch Control in Diffusion ModelsCode1
How to Handle Sketch-Abstraction in Sketch-Based Image Retrieval?0
ToolRerank: Adaptive and Hierarchy-Aware Reranking for Tool Retrieval0
FontCLIP: A Semantic Typography Visual-Language Model for Multilingual Font ApplicationsCode1
EarthLoc: Astronaut Photography Localization by Indexing Earth from SpaceCode2
RA-ISF: Learning to Answer and Understand from Retrieval Augmentation via Iterative Self-FeedbackCode2
CoRAL: Collaborative Retrieval-Augmented Large Language Models Improve Long-tail Recommendation0
Leveraging Foundation Models for Content-Based Medical Image Retrieval in RadiologyCode1
CLEAR: Cross-Transformers with Pre-trained Language Model is All you need for Person Attribute Recognition and Retrieval0
Texture image retrieval using a classification and contourlet-based features0
RepoHyper: Search-Expand-Refine on Semantic Graphs for Repository-Level Code CompletionCode2
TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned DecisionCode1
Diffusion Lens: Interpreting Text Encoders in Text-to-Image Pipelines0
PipeRAG: Fast Retrieval-Augmented Generation via Algorithm-System Co-design0
Semantic Feature Learning for Universal Unsupervised Cross-Domain Retrieval0
Cross-Modal and Uni-Modal Soft-Label Alignment for Image-Text RetrievalCode2
Learning to Rematch Mismatched Pairs for Robust Cross-Modal RetrievalCode1
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon GenerationCode3
Gemini 1.5: Unlocking multimodal understanding across millions of tokens of contextCode3
RATSF: Empowering Customer Service Volume Management through Retrieval-Augmented Time-Series Forecasting0
Federated Recommendation via Hybrid Retrieval Augmented GenerationCode1
HaluEval-Wild: Evaluating Hallucinations of Language Models in the WildCode0
Exploring LLM-based Agents for Root Cause Analysis0
Improving Retrieval in Theme-specific Applications using a Corpus Topical TaxonomyCode1
SnapNTell: Enhancing Entity-Centric Visual Question Answering with Retrieval Augmented Multimodal LLM0
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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