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 2951–3000 of 14297 papers

TitleStatusHype
DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients—0
Anveshana: A New Benchmark Dataset for Cross-Lingual Information Retrieval On English Queries and Sanskrit Documents—0
Learning to Select In-Context Demonstration Preferred by Large Language Model—0
Self-Critique Guided Iterative Reasoning for Multi-hop Question AnsweringCode0
Conventional Contrastive Learning Often Falls Short: Improving Dense Retrieval with Cross-Encoder Listwise Distillation and Synthetic DataCode0
RankLLM: A Python Package for Reranking with LLMs—0
Distill CLIP (DCLIP): Enhancing Image-Text Retrieval via Cross-Modal Transformer Distillation—0
Aligning Web Query Generation with Ranking Objectives via Direct Preference Optimization—0
DeepResearchGym: A Free, Transparent, and Reproducible Evaluation Sandbox for Deep Research—0
Retrieval-Augmented Generation for Service Discovery: Chunking Strategies and Benchmarking—0
Investigating Pedagogical Teacher and Student LLM Agents: Genetic Adaptation Meets Retrieval Augmented Generation Across Learning Style—0
DocMMIR: A Framework for Document Multi-modal Information RetrievalCode0
Hypercube-RAG: Hypercube-Based Retrieval-Augmented Generation for In-domain Scientific Question-AnsweringCode0
Structuring the Unstructured: A Multi-Agent System for Extracting and Querying Financial KPIs and Guidance—0
Benchmarking Poisoning Attacks against Retrieval-Augmented Generation—0
Vision Meets Language: A RAG-Augmented YOLOv8 Framework for Coffee Disease Diagnosis and Farmer AssistanceCode0
Supervised and Unsupervised protocols for hetero-associative neural networks—0
Retrieval Augmented Decision-Making: A Requirements-Driven, Multi-Criteria Framework for Structured Decision Support—0
Federated Retrieval-Augmented Generation: A Systematic Mapping Study—0
REGen: Multimodal Retrieval-Embedded Generation for Long-to-Short Video Editing—0
RoleRAG: Enhancing LLM Role-Playing via Graph Guided Retrieval—0
Knowledge Retrieval in LLM Gaming: A Shift from Entity-Centric to Goal-Oriented Graphs—0
EvdCLIP: Improving Vision-Language Retrieval with Entity Visual Descriptions from Large Language Models—0
BRIT: Bidirectional Retrieval over Unified Image-Text Graph—0
UNJOIN: Enhancing Multi-Table Text-to-SQL Generation via Schema Simplification—0
InstructPart: Task-Oriented Part Segmentation with Instruction Reasoning—0
FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain—0
Hard Negative Mining for Domain-Specific Retrieval in Enterprise Systems—0
Single Snapshot Distillation for Phase Coded Mask Design in Phase Retrieval—0
Cultural Awareness in Vision-Language Models: A Cross-Country Exploration—0
DART^3: Leveraging Distance for Test Time Adaptation in Person Re-Identification—0
Resolving Conflicting Evidence in Automated Fact-Checking: A Study on Retrieval-Augmented LLMsCode0
DetailFusion: A Dual-branch Framework with Detail Enhancement for Composed Image Retrieval—0
Retrieval Augmented Generation-based Large Language Models for Bridging Transportation Cybersecurity Legal Knowledge Gaps—0
CUB: Benchmarking Context Utilisation Techniques for Language Models—0
Fixing Data That Hurts Performance: Cascading LLMs to Relabel Hard Negatives for Robust Information Retrieval—0
HASH-RAG: Bridging Deep Hashing with Retriever for Efficient, Fine Retrieval and Augmented Generation—0
Walk&Retrieve: Simple Yet Effective Zero-shot Retrieval-Augmented Generation via Knowledge Graph WalksCode0
Layer-wise Investigation of Large-Scale Self-Supervised Music Representation Models—0
Representation Discrepancy Bridging Method for Remote Sensing Image-Text Retrieval—0
Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty—0
Align-GRAG: Reasoning-Guided Dual Alignment for Graph Retrieval-Augmented Generation—0
Ask, Retrieve, Summarize: A Modular Pipeline for Scientific Literature SummarizationCode0
MiLQ: Benchmarking IR Models for Bilingual Web Search with Mixed Language Queries—0
FREESON: Retriever-Free Retrieval-Augmented Reasoning via Corpus-Traversing MCTS—0
Personalizing Student-Agent Interactions Using Log-Contextualized Retrieval Augmented Generation (RAG)—0
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
Tools in the Loop: Quantifying Uncertainty of LLM Question Answering Systems That Use Tools—0
HDLxGraph: Bridging Large Language Models and HDL Repositories via HDL Graph DatabasesCode0
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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