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

Showing 50515100 of 14297 papers

TitleStatusHype
Evaluation of Temporal Change in IR Test CollectionsCode0
Optimization of Retrieval-Augmented Generation Context with Outlier Detection0
Engineering Conversational Search Systems: A Review of Applications, Architectures, and Functional Components0
PQCache: Product Quantization-based KVCache for Long Context LLM Inference0
Dense Retrieval with Continuous Explicit Feedback for Systematic Review Screening PrioritisationCode0
HRDE: Retrieval-Augmented Large Language Models for Chinese Health Rumor Detection and ExplainabilityCode0
From RAG to RICHES: Retrieval Interlaced with Sequence Generation0
A Study on Effect of Reference Knowledge Choice in Generating Technical Content Relevant to SAPPhIRE Model Using Large Language Model0
Potential Renovation of Information Search Process with the Power of Large Language Model for Healthcare0
Doc2Token: Bridging Vocabulary Gap by Predicting Missing Tokens for E-commerce Search0
From Local Concepts to Universals: Evaluating the Multicultural Understanding of Vision-Language Models0
BeamAggR: Beam Aggregation Reasoning over Multi-source Knowledge for Multi-hop Question Answering0
LLM4DESIGN: An Automated Multi-Modal System for Architectural and Environmental Design0
CANDY: A Benchmark for Continuous Approximate Nearest Neighbor Search with Dynamic Data IngestionCode0
Development and Evaluation of a Retrieval-Augmented Generation Tool for Creating SAPPhIRE Models of Artificial Systems0
Grounded and Transparent Response Generation for Conversational Information-Seeking Systems0
AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation0
Zero-shot Composed Image Retrieval Considering Query-target Relationship Leveraging Masked Image-text Pairs0
Generating Is Believing: Membership Inference Attacks against Retrieval-Augmented Generation0
Context Matters: An Empirical Study of the Impact of Contextual Information in Temporal Question Answering Systems0
A Surprisingly Simple yet Effective Multi-Query Rewriting Method for Conversational Passage RetrievalCode0
TrustUQA: A Trustful Framework for Unified Structured Data Question AnsweringCode0
Which Neurons Matter in IR? Applying Integrated Gradients-based Methods to Understand Cross-Encoders0
PathAlign: A vision-language model for whole slide images in histopathology0
RAVEN: Multitask Retrieval Augmented Vision-Language Learning0
From Artificial Needles to Real Haystacks: Improving Retrieval Capabilities in LLMs by Finetuning on Synthetic DataCode0
Efficient course recommendations with T5-based ranking and summarizationCode0
Learning Retrieval Augmentation for Personalized Dialogue GenerationCode0
Improving the Consistency in Cross-Lingual Cross-Modal Retrieval with 1-to-K Contrastive LearningCode0
Multi-step Inference over Unstructured Data0
"Glue pizza and eat rocks" -- Exploiting Vulnerabilities in Retrieval-Augmented Generative Models0
Poisoned LangChain: Jailbreak LLMs by LangChain0
Assessing "Implicit" Retrieval Robustness of Large Language Models0
Evaluating Quality of Answers for Retrieval-Augmented Generation: A Strong LLM Is All You Need0
Advancing Question Answering on Handwritten Documents: A State-of-the-Art Recognition-Based Model for HW-SQuAD0
RAGBench: Explainable Benchmark for Retrieval-Augmented Generation Systems0
SetBERT: Enhancing Retrieval Performance for Boolean Logic and Set Operation Queries0
ACE: A Generative Cross-Modal Retrieval Framework with Coarse-To-Fine Semantic Modeling0
A Text is Worth Several Tokens: Text Embedding from LLMs Secretly Aligns Well with The Key Tokens0
MLLM as Video Narrator: Mitigating Modality Imbalance in Video Moment Retrieval0
Entropy-Based Decoding for Retrieval-Augmented Large Language ModelsCode0
Enhancing Tool Retrieval with Iterative Feedback from Large Language ModelsCode0
Software Model Evolution with Large Language Models: Experiments on Simulated, Public, and Industrial DatasetsCode0
Retrieval-Augmented Code Generation for Situated Action Generation: A Case Study on Minecraft0
Gate Recurrent Unit for Efficient Industrial Gas Identification0
Context-augmented Retrieval: A Novel Framework for Fast Information Retrieval based Response Generation using Large Language Model0
Training-Free Exponential Context Extension via Cascading KV CacheCode0
Retrieval-Augmented Mixture of LoRA Experts for Uploadable Machine Learning0
On the Role of Long-tail Knowledge in Retrieval Augmented Large Language Models0
Large Language Models Are Cross-Lingual Knowledge-Free ReasonersCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53Unverified
2ElasticsearchQueries per second21.8Unverified
3BM25-PTQueries per second6.49Unverified
4Rank-BM25Queries per second1.18Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88Unverified
2ElasticsearchQueries per second7.11Unverified
3Rank-BM25Queries per second0.04Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85Unverified
2ElasticsearchQueries per second12.16Unverified
3Rank-BM25Queries per second0.1Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32Unverified
2RA-VQARecall@582.84Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222Unverified