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 1001–1050 of 14297 papers

TitleStatusHype
Uncertainty Quantification in Retrieval Augmented Question AnsweringCode0
KiRAG: Knowledge-Driven Iterative Retriever for Enhancing Retrieval-Augmented Generation—0
Rank1: Test-Time Compute for Reranking in Information RetrievalCode2
RankCoT: Refining Knowledge for Retrieval-Augmented Generation through Ranking Chain-of-ThoughtsCode2
ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning AgentsCode4
Neural Graph Matching Improves Retrieval Augmented Generation in Molecular Machine Learning—0
Detecting Knowledge Boundary of Vision Large Language Models by Sampling-Based InferenceCode0
Say Less, Mean More: Leveraging Pragmatics in Retrieval-Augmented Generation—0
UniGS: Unified Language-Image-3D Pretraining with Gaussian Splatting—0
On Synthetic Data Strategies for Domain-Specific Generative Retrieval—0
Tip of the Tongue Query Elicitation for Simulated EvaluationCode0
Evaluating the Effect of Retrieval Augmentation on Social Biases—0
MegaLoc: One Retrieval to Place Them AllCode2
ATEB: Evaluating and Improving Advanced NLP Tasks for Text Embedding Models—0
Logic Haystacks: Probing LLMs Long-Context Logical Reasoning (Without Easily Identifiable Unrelated Padding)—0
Distributional Vision-Language Alignment by Cauchy-Schwarz Divergence—0
Language Model Re-rankers are Steered by Lexical Similarities—0
LLM-QE: Improving Query Expansion by Aligning Large Language Models with Ranking PreferencesCode1
Multimodal Search in Chemical Documents and ReactionsCode0
MEMERAG: A Multilingual End-to-End Meta-Evaluation Benchmark for Retrieval Augmented GenerationCode0
Toward Agentic AI: Generative Information Retrieval Inspired Intelligent Communications and Networking—0
A Hybrid Approach to Information Retrieval and Answer Generation for Regulatory TextsCode0
Benchmarking Retrieval-Augmented Generation in Multi-Modal ContextsCode2
CodeSwift: Accelerating LLM Inference for Efficient Code Generation—0
Optimizing Retrieval-Augmented Generation of Medical Content for Spaced Repetition Learning—0
Swallowing the Poison Pills: Insights from Vulnerability Disparity Among LLMs—0
D2S-FLOW: Automated Parameter Extraction from Datasheets for SPICE Model Generation Using Large Language Models—0
Retrieval-Augmented Visual Question Answering via Built-in Autoregressive Search Engines—0
SelaVPR++: Towards Seamless Adaptation of Foundation Models for Efficient Place RecognitionCode3
Visual-RAG: Benchmarking Text-to-Image Retrieval Augmented Generation for Visual Knowledge Intensive QueriesCode0
Retrieval-Augmented Fine-Tuning With Preference Optimization For Visual Program Generation—0
LawPal : A Retrieval Augmented Generation Based System for Enhanced Legal Accessibility in India—0
ESANS: Effective and Semantic-Aware Negative Sampling for Large-Scale Retrieval Systems—0
Worse than Zero-shot? A Fact-Checking Dataset for Evaluating the Robustness of RAG Against Misleading Retrievals—0
Scale Up Composed Image Retrieval Learning via Modification Text Generation—0
Scaling Sparse and Dense Retrieval in Decoder-Only LLMsCode1
DReSD: Dense Retrieval for Speculative Decoding—0
Chats-Grid: An Iterative Retrieval Q&A Optimization Scheme Leveraging Large Model and Retrieval Enhancement Generation in smart grid—0
Steering into New Embedding Spaces: Analyzing Cross-Lingual Alignment Induced by Model Interventions in Multilingual Language Models—0
LaTIM: Measuring Latent Token-to-Token Interactions in Mamba Models—0
ELIP: Enhanced Visual-Language Foundation Models for Image Retrieval—0
Enhancing Domain-Specific Retrieval-Augmented Generation: Synthetic Data Generation and Evaluation using Reasoning ModelsCode0
Automated Query-Product Relevance Labeling using Large Language Models for E-commerce Search—0
MMRAG: Multi-Mode Retrieval-Augmented Generation with Large Language Models for Biomedical In-Context Learning—0
R^3Mem: Bridging Memory Retention and Retrieval via Reversible Compression—0
Cross-Format Retrieval-Augmented Generation in XR with LLMs for Context-Aware Maintenance Assistance—0
KnowZRel: Common Sense Knowledge-based Zero-Shot Relationship Retrieval for Generalised Scene Graph GenerationCode0
Retrieval-Augmented Speech Recognition Approach for Domain Challenges—0
GNN-Coder: Boosting Semantic Code Retrieval with Combined GNNs and Transformer—0
Is Relevance Propagated from Retriever to Generator in RAG?—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