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 251–300 of 14297 papers

TitleStatusHype
POQD: Performance-Oriented Query Decomposer for Multi-vector retrievalCode1
Vision Meets Language: A RAG-Augmented YOLOv8 Framework for Coffee Disease Diagnosis and Farmer AssistanceCode0
Retrieval Augmented Decision-Making: A Requirements-Driven, Multi-Criteria Framework for Structured Decision Support—0
Knowledge Retrieval in LLM Gaming: A Shift from Entity-Centric to Goal-Oriented Graphs—0
RoleRAG: Enhancing LLM Role-Playing via Graph Guided Retrieval—0
GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal SynthesisCode1
AcuRank: Uncertainty-Aware Adaptive Computation for Listwise RerankingCode1
REGen: Multimodal Retrieval-Embedded Generation for Long-to-Short Video Editing—0
Federated Retrieval-Augmented Generation: A Systematic Mapping Study—0
Supervised and Unsupervised protocols for hetero-associative neural networks—0
EvdCLIP: Improving Vision-Language Retrieval with Entity Visual Descriptions from Large Language Models—0
Benchmarking Poisoning Attacks against Retrieval-Augmented Generation—0
Removal of Hallucination on Hallucination: Debate-Augmented RAGCode1
BRIT: Bidirectional Retrieval over Unified Image-Text Graph—0
A Survey of LLM DATACode4
Distilling LLM Agent into Small Models with Retrieval and Code ToolsCode3
FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain—0
DetailFusion: A Dual-branch Framework with Detail Enhancement for Composed Image Retrieval—0
UNJOIN: Enhancing Multi-Table Text-to-SQL Generation via Schema Simplification—0
Cultural Awareness in Vision-Language Models: A Cross-Country Exploration—0
Single Snapshot Distillation for Phase Coded Mask Design in Phase Retrieval—0
Resolving Conflicting Evidence in Automated Fact-Checking: A Study on Retrieval-Augmented LLMsCode0
MetaGen Blended RAG: Higher Accuracy for Domain-Specific Q&A Without Fine-TuningCode1
RaDeR: Reasoning-aware Dense Retrieval ModelsCode1
Hard Negative Mining for Domain-Specific Retrieval in Enterprise Systems—0
Retrieval Augmented Generation-based Large Language Models for Bridging Transportation Cybersecurity Legal Knowledge Gaps—0
InstructPart: Task-Oriented Part Segmentation with Instruction Reasoning—0
DART^3: Leveraging Distance for Test Time Adaptation in Person Re-Identification—0
Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty—0
Personalizing Student-Agent Interactions Using Log-Contextualized Retrieval Augmented Generation (RAG)—0
ViDoRe Benchmark V2: Raising the Bar for Visual RetrievalCode7
VoxRAG: A Step Toward Transcription-Free RAG Systems in Spoken Question Answering—0
Chain-of-Thought Poisoning Attacks against R1-based Retrieval-Augmented Generation Systems—0
FREESON: Retriever-Free Retrieval-Augmented Reasoning via Corpus-Traversing MCTS—0
CUB: Benchmarking Context Utilisation Techniques for Language Models—0
HASH-RAG: Bridging Deep Hashing with Retriever for Efficient, Fine Retrieval and Augmented Generation—0
Benchmarking Retrieval-Augmented Multimomal Generation for Document Question AnsweringCode1
Fixing Data That Hurts Performance: Cascading LLMs to Relabel Hard Negatives for Robust Information Retrieval—0
Tools in the Loop: Quantifying Uncertainty of LLM Question Answering Systems That Use Tools—0
SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory SynthesisCode4
R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement LearningCode4
MiLQ: Benchmarking IR Models for Bilingual Web Search with Mixed Language Queries—0
Align-GRAG: Reasoning-Guided Dual Alignment for Graph Retrieval-Augmented Generation—0
Ask, Retrieve, Summarize: A Modular Pipeline for Scientific Literature SummarizationCode0
Walk&Retrieve: Simple Yet Effective Zero-shot Retrieval-Augmented Generation via Knowledge Graph WalksCode0
Representation Discrepancy Bridging Method for Remote Sensing Image-Text Retrieval—0
Layer-wise Investigation of Large-Scale Self-Supervised Music Representation Models—0
Highlighting What Matters: Promptable Embeddings for Attribute-Focused Image Retrieval—0
InfoDeepSeek: Benchmarking Agentic Information Seeking for Retrieval-Augmented Generation—0
How Do Large Vision-Language Models See Text in Image? Unveiling the Distinctive Role of OCR Heads—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