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

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Showing 2201–2250 of 14297 papers

TitleStatusHype
Adversarial Decoding: Generating Readable Documents for Adversarial ObjectivesCode1
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoMLCode2
GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning—0
Task-free Lifelong Robot Learning with Retrieval-based Weighted Local Adaptation—0
Intrinsic Evaluation of RAG Systems for Deep-Logic Questions—0
Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers—0
UncertaintyRAG: Span-Level Uncertainty Enhanced Long-Context Modeling for Retrieval-Augmented Generation—0
Streamlining Conformal Information Retrieval via Score Refinement—0
Contextual Document Embeddings—0
Unified Multimodal Interleaved Document Representation for Retrieval—0
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization—0
CoLLAP: Contrastive Long-form Language-Audio Pretraining with Musical Temporal Structure Augmentation—0
Enhancing Retrieval in QA Systems with Derived Feature AssociationCode0
Quantifying the Gaps Between Translation and Native Perception in Training for Multimodal, Multilingual Retrieval—0
BordIRlines: A Dataset for Evaluating Cross-lingual Retrieval-Augmented GenerationCode0
PairDistill: Pairwise Relevance Distillation for Dense RetrievalCode1
Can We Further Elicit Reasoning in LLMs? Critic-Guided Planning with Retrieval-Augmentation for Solving Challenging Tasks—0
Elaborative Subtopic Query Reformulation for Broad and Indirect Queries in Travel Destination RecommendationCode0
Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language ModelsCode2
EUFCC-CIR: a Composed Image Retrieval Dataset for GLAM CollectionsCode0
Recursive Abstractive Processing for Retrieval in Dynamic Datasets—0
Efficient Length-Generalizable Attention via Causal Retrieval for Long-Context Language Modeling—0
Saliency-Guided DETR for Moment Retrieval and Highlight DetectionCode1
Classifying Peace in Global Media Using RAG and Intergroup Reciprocity—0
Optimizing and Evaluating Enterprise Retrieval-Augmented Generation (RAG): A Content Design PerspectiveCode0
Quantifying reliance on external information over parametric knowledge during Retrieval Augmented Generation (RAG) using mechanistic analysis—0
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"Code2
TokenBinder: Text-Video Retrieval with One-to-Many Alignment ParadigmCode0
Single-shot reconstruction of three-dimensional morphology of biological cells in digital holographic microscopy using a physics-driven neural network—0
QAEncoder: Towards Aligned Representation Learning in Question Answering SystemCode2
Multimodal LLM Enhanced Cross-lingual Cross-modal RetrievalCode0
BSharedRAG: Backbone Shared Retrieval-Augmented Generation for the E-commerce Domain—0
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation SystemsCode0
PEAR: Position-Embedding-Agnostic Attention Re-weighting Enhances Retrieval-Augmented Generation with Zero Inference Overhead—0
Crafting Personalized Agents through Retrieval-Augmented Generation on Editable Memory Graphs—0
HTML-LSTM: Information Extraction from HTML Tables in Web Pages using Tree-Structured LSTM—0
Content-Based Image Retrieval Using COSFIRE Descriptors with application to Radio Astronomy—0
A GEN AI Framework for Medical Note Generation—0
Corpus-informed Retrieval Augmented Generation of Clarifying Questions—0
Generative Retrieval Meets Multi-Graded Relevance—0
AIPatient: Simulating Patients with EHRs and LLM Powered Agentic Workflow—0
Incorporating Precedents for Legal Judgement Prediction on European Court of Human Rights Cases—0
LW2G: Learning Whether to Grow for Prompt-based Continual LearningCode0
Embodied-RAG: General Non-parametric Embodied Memory for Retrieval and Generation—0
Search and Detect: Training-Free Long Tail Object Detection via Web-Image Retrieval—0
Development and Validation of a Dynamic-Template-Constrained Large Language Model for Generating Fully-Structured Radiology ReportsCode0
IFCap: Image-like Retrieval and Frequency-based Entity Filtering for Zero-shot CaptioningCode1
Evaluating Multilingual Long-Context Models for Retrieval and ReasoningCode0
Convolutional Signal Propagation: A Simple Scalable Algorithm for Hypergraphs—0
Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53—Unverified
2ElasticsearchQueries per second21.8—Unverified
3BM25-PTQueries per second6.49—Unverified
4Rank-BM25Queries per second1.18—Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88—Unverified
2ElasticsearchQueries per second7.11—Unverified
3Rank-BM25Queries per second0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85—Unverified
2ElasticsearchQueries per second12.16—Unverified
3Rank-BM25Queries per second0.1—Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32—Unverified
2RA-VQARecall@582.84—Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59—Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1—Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1—Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55—Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222—Unverified