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 25012550 of 14297 papers

TitleStatusHype
Ranking Generated Answers: On the Agreement of Retrieval Models with Humans on Consumer Health QuestionsCode0
Carbon Footprint Accounting Driven by Large Language Models and Retrieval-augmented Generation0
AutoML-guided Fusion of Entity and LLM-based Representations for Document ClassificationCode0
Agentic Retrieval-Augmented Generation for Time Series Analysis0
PhysBERT: A Text Embedding Model for Physics Scientific Literature0
NAVERO: Unlocking Fine-Grained Semantics for Video-Language Compositionality0
Hindi-BEIR : A Large Scale Retrieval Benchmark in Hindi0
An Open-Source American Sign Language Fingerspell Recognition and Semantic Pose Retrieval InterfaceCode2
TC-RAG:Turing-Complete RAG's Case study on Medical LLM SystemsCode2
A Study of PHOC Spatial Region Configurations for Math Formula Retrieval0
Enhancing Audio-Language Models through Self-Supervised Post-Training with Text-Audio PairsCode0
Towards Effective Top-N Hamming Search via Bipartite Graph Contrastive Hashing0
VERA: Validation and Evaluation of Retrieval-Augmented Systems0
Chain-of-Exemplar: Enhancing Distractor Generation for Multimodal Educational Question GenerationCode0
ECG-Chat: A Large ECG-Language Model for Cardiac Disease DiagnosisCode2
Meta Knowledge for Retrieval Augmented Large Language Models0
GeoTransformer: Enhancing Urban Forecasting with Dependency Retrieval and Geospatial Attention0
Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token RecyclingCode3
MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question Answering0
SC-Rec: Enhancing Generative Retrieval with Self-Consistent Reranking for Sequential Recommendation0
Retrieval-augmented Few-shot Medical Image Segmentation with Foundation Models0
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-CheckingCode0
Web Retrieval Agents for Evidence-Based Misinformation DetectionCode0
Coarse-to-fine Alignment Makes Better Speech-image Retrieval0
Cross-Modal Denoising: A Novel Training Paradigm for Enhancing Speech-Image Retrieval0
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question AnsweringCode1
Retail-GPT: leveraging Retrieval Augmented Generation (RAG) for building E-commerce Chat AssistantsCode1
Graph Retrieval-Augmented Generation: A SurveyCode3
DM2RM: Dual-Mode Multimodal Ranking for Target Objects and Receptacles Based on Open-Vocabulary Instructions0
RAGChecker: A Fine-grained Framework for Diagnosing Retrieval-Augmented GenerationCode5
Mamba Retriever: Utilizing Mamba for Effective and Efficient Dense Retrieval0
Fast Training Dataset Attribution via In-Context Learning0
Fact or Fiction? Improving Fact Verification with Knowledge Graphs through Simplified Subgraph RetrievalsCode0
Large Language Models Know What Makes Exemplary Contexts0
NeuroPapyri: A Deep Attention Embedding Network for Handwritten Papyri Retrieval0
Exploring Retrieval Augmented Generation in ArabicCode0
Disentangle and denoise: Tackling context misalignment for video moment retrieval0
Bridging Information Asymmetry in Text-video Retrieval: A Data-centric Approach0
WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs0
BMX: Entropy-weighted Similarity and Semantic-enhanced Lexical SearchCode3
OpenResearcher: Unleashing AI for Accelerated Scientific ResearchCode3
SparkRA: A Retrieval-Augmented Knowledge Service System Based on Spark Large Language Model0
Hierarchical Structured Neural Network: Efficient Retrieval Scaling for Large Scale Recommendation0
Bayesian inference to improve quality of Retrieval Augmented Generation0
Speech vs. Transcript: Does It Matter for Human Annotators in Speech Summarization?Code0
Optimizing RAG Techniques for Automotive Industry PDF Chatbots: A Case Study with Locally Deployed Ollama Models0
Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative DecodingCode0
Contrastive masked auto-encoders based self-supervised hashing for 2D image and 3D point cloud cross-modal retrieval0
Context-Driven Index Trimming: A Data Quality Perspective to Enhancing Precision of RALMsCode0
Cross-view image geo-localization with Panorama-BEV Co-Retrieval NetworkCode2
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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