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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–250 of 14297 papers

TitleStatusHype
Cross-modal RAG: Sub-dimensional Retrieval-Augmented Text-to-Image GenerationCode0
Yambda-5B -- A Large-Scale Multi-modal Dataset for Ranking And Retrieval—0
Climate Finance BenchCode0
Logical Consistency is Vital: Neural-Symbolic Information Retrieval for Negative-Constraint QueriesCode0
RocqStar: Leveraging Similarity-driven Retrieval and Agentic Systems for Rocq generation—0
Bayesian Attention Mechanism: A Probabilistic Framework for Positional Encoding and Context Length ExtrapolationCode0
Agent-UniRAG: A Trainable Open-Source LLM Agent Framework for Unified Retrieval-Augmented Generation Systems—0
Aligning Proteins and Language: A Foundation Model for Protein Retrieval—0
ConText-CIR: Learning from Concepts in Text for Composed Image RetrievalCode1
Rethinking Chunk Size For Long-Document Retrieval: A Multi-Dataset AnalysisCode0
Memorization to Generalization: Emergence of Diffusion Models from Associative Memory—0
RelationalFactQA: A Benchmark for Evaluating Tabular Fact Retrieval from Large Language Models—0
REAL-Prover: Retrieval Augmented Lean Prover for Mathematical ReasoningCode1
AI-Supported Platform for System Monitoring and Decision-Making in Nuclear Waste Management with Large Language Models—0
LLM Web Dynamics: Tracing Model Collapse in a Network of LLMs—0
R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement LearningCode1
Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language ModelsCode0
Effectiveness of Prompt Optimization in NL2SQL Systems—0
LogiCoL: Logically-Informed Contrastive Learning for Set-based Dense RetrievalCode0
STRAP: Spatio-Temporal Pattern Retrieval for Out-of-Distribution Generalization—0
Learning to Select In-Context Demonstration Preferred by Large Language Model—0
Rethinking Text-based Protein Understanding: Retrieval or LLM?Code1
Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval—0
Languages in Multilingual Speech Foundation Models Align Both Phonetically and Semantically—0
Visualized Text-to-Image RetrievalCode1
NeuSym-RAG: Hybrid Neural Symbolic Retrieval with Multiview Structuring for PDF Question AnsweringCode1
MA-RAG: Multi-Agent Retrieval-Augmented Generation via Collaborative Chain-of-Thought Reasoning—0
Anveshana: A New Benchmark Dataset for Cross-Lingual Information Retrieval On English Queries and Sanskrit Documents—0
REARANK: Reasoning Re-ranking Agent via Reinforcement LearningCode1
KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge TracingCode1
MLLM-Guided VLM Fine-Tuning with Joint Inference for Zero-Shot Composed Image Retrieval—0
It's High Time: A Survey of Temporal Information Retrieval and Question Answering—0
GenKI: Enhancing Open-Domain Question Answering with Knowledge Integration and Controllable Generation in Large Language ModelsCode0
Towards Multi-Granularity Memory Association and Selection for Long-Term Conversational AgentsCode1
Modality Curation: Building Universal Embeddings for Advanced Multimodal Information RetrievalCode1
DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients—0
DGRAG: Distributed Graph-based Retrieval-Augmented Generation in Edge-Cloud Systems—0
MASKSEARCH: A Universal Pre-Training Framework to Enhance Agentic Search CapabilityCode2
Distill CLIP (DCLIP): Enhancing Image-Text Retrieval via Cross-Modal Transformer Distillation—0
Hypercube-RAG: Hypercube-Based Retrieval-Augmented Generation for In-domain Scientific Question-AnsweringCode0
Investigating Pedagogical Teacher and Student LLM Agents: Genetic Adaptation Meets Retrieval Augmented Generation Across Learning Style—0
Aligning Web Query Generation with Ranking Objectives via Direct Preference Optimization—0
DocMMIR: A Framework for Document Multi-modal Information RetrievalCode0
DeepResearchGym: A Free, Transparent, and Reproducible Evaluation Sandbox for Deep Research—0
Structuring the Unstructured: A Multi-Agent System for Extracting and Querying Financial KPIs and Guidance—0
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
Self-Critique Guided Iterative Reasoning for Multi-hop Question AnsweringCode0
Optimized Text Embedding Models and Benchmarks for Amharic Passage RetrievalCode1
POQD: Performance-Oriented Query Decomposer for Multi-vector retrievalCode1
Show:102550
← PrevPage 5 of 286Next →
All datasetsQuora Question PairsHotpotQANatural QuestionsOK-VQAInfoSeekMVKPolyvorePubMedQAPubMedQA corpus with metadataToolLensคลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

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