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
InPars: Data Augmentation for Information Retrieval using Large Language ModelsCode2
INQUIRE: A Natural World Text-to-Image Retrieval BenchmarkCode2
LLM-based SPARQL Query Generation from Natural Language over Federated Knowledge GraphsCode2
Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language ModelsCode2
Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge EnhancementCode2
Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement LearningCode2
Improving Diffusion Inverse Problem Solving with Decoupled Noise AnnealingCode2
In-Context Retrieval-Augmented Language ModelsCode2
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized RationalesCode2
Huatuo-26M, a Large-scale Chinese Medical QA DatasetCode2
How do you know that? Teaching Generative Language Models to Reference Answers to Biomedical QuestionsCode2
Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph CompletionCode2
HM-RAG: Hierarchical Multi-Agent Multimodal Retrieval Augmented GenerationCode2
Search and Refine During Think: Autonomous Retrieval-Augmented Reasoning of LLMsCode2
Hopfield Networks is All You NeedCode2
HourVideo: 1-Hour Video-Language UnderstandingCode2
Interactive Continual Learning: Fast and Slow ThinkingCode2
Grounding Language Models to Images for Multimodal Inputs and OutputsCode2
Benchmarking Large Language Models in Retrieval-Augmented GenerationCode2
DeliLaw: A Chinese Legal Counselling System Based on a Large Language ModelCode2
All You Need to Know About Training Image Retrieval ModelsCode2
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval ModelsCode2
Benchmarking Retrieval-Augmented Generation in Multi-Modal ContextsCode2
BEBLID: Boosted efficient binary local image descriptorCode2
Hello Again! LLM-powered Personalized Agent for Long-term DialogueCode2
Backtracing: Retrieving the Cause of the QueryCode2
Global Features are All You Need for Image Retrieval and RerankingCode2
All in One: Exploring Unified Video-Language Pre-trainingCode2
GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook RetrievalCode2
RGL: A Graph-Centric, Modular Framework for Efficient Retrieval-Augmented Generation on GraphsCode2
GiantMIDI-Piano: A large-scale MIDI dataset for classical piano musicCode2
Baleen: Robust Multi-Hop Reasoning at Scale via Condensed RetrievalCode2
All-In-One Metrical And Functional Structure Analysis With Neighborhood Attentions on Demixed AudioCode2
Beyond Text: Optimizing RAG with Multimodal Inputs for Industrial ApplicationsCode2
GLAP: General contrastive audio-text pretraining across domains and languagesCode2
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step QuestionsCode2
GeneGPT: Augmenting Large Language Models with Domain Tools for Improved Access to Biomedical InformationCode2
Autoregressive Search Engines: Generating Substrings as Document IdentifiersCode2
Generalized Contrastive Learning for Multi-Modal Retrieval and RankingCode2
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoMLCode2
AiSAQ: All-in-Storage ANNS with Product Quantization for DRAM-free Information RetrievalCode2
VeCLIP: Improving CLIP Training via Visual-enriched CaptionsCode2
Autonomous GIS: the next-generation AI-powered GISCode2
MLLM Is a Strong Reranker: Advancing Multimodal Retrieval-augmented Generation via Knowledge-enhanced Reranking and Noise-injected TrainingCode2
Generating Benchmarks for Factuality Evaluation of Language ModelsCode2
Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam GenerationCode2
FollowIR: Evaluating and Teaching Information Retrieval Models to Follow InstructionsCode2
Flow-Guided Transformer for Video InpaintingCode2
FreshDiskANN: A Fast and Accurate Graph-Based ANN Index for Streaming Similarity SearchCode2
Fine-grained Late-interaction Multi-modal Retrieval for Retrieval Augmented Visual Question AnsweringCode2
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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