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 4801–4850 of 14297 papers

TitleStatusHype
MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question Answering—0
DM2RM: Dual-Mode Multimodal Ranking for Target Objects and Receptacles Based on Open-Vocabulary Instructions—0
Web Retrieval Agents for Evidence-Based Misinformation DetectionCode0
Cross-Modal Denoising: A Novel Training Paradigm for Enhancing Speech-Image Retrieval—0
Mamba Retriever: Utilizing Mamba for Effective and Efficient Dense Retrieval—0
Coarse-to-fine Alignment Makes Better Speech-image Retrieval—0
Disentangle and denoise: Tackling context misalignment for video moment retrieval—0
NeuroPapyri: A Deep Attention Embedding Network for Handwritten Papyri Retrieval—0
WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs—0
Bridging Information Asymmetry in Text-video Retrieval: A Data-centric Approach—0
Fact or Fiction? Improving Fact Verification with Knowledge Graphs through Simplified Subgraph RetrievalsCode0
Exploring Retrieval Augmented Generation in ArabicCode0
Large Language Models Know What Makes Exemplary Contexts—0
Fast Training Dataset Attribution via In-Context Learning—0
SparkRA: A Retrieval-Augmented Knowledge Service System Based on Spark Large Language Model—0
Hierarchical Structured Neural Network: Efficient Retrieval Scaling for Large Scale Recommendation—0
Optimizing RAG Techniques for Automotive Industry PDF Chatbots: A Case Study with Locally Deployed Ollama Models—0
Bayesian inference to improve quality of Retrieval Augmented Generation—0
Speech vs. Transcript: Does It Matter for Human Annotators in Speech Summarization?Code0
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 retrieval—0
Context-Driven Index Trimming: A Data Quality Perspective to Enhancing Precision of RALMsCode0
Neural Machine UnrankingCode0
FiSTECH: Financial Style Transfer to Enhance Creativity without Hallucinations in LLMs—0
Interactive-T2S: Multi-Turn Interactions for Text-to-SQL with Large Language Models—0
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction—0
HistoKernel: Whole Slide Image Level Maximum Mean Discrepancy Kernels for Pan-Cancer Predictive ModellingCode0
Retrieval-augmented code completion for local projects using large language models—0
Report on the 1st Workshop on Large Language Model for Evaluation in Information Retrieval (LLM4Eval 2024) at SIGIR 2024—0
ConfusedPilot: Confused Deputy Risks in RAG-based LLMs—0
AI-assisted Coding with Cody: Lessons from Context Retrieval and Evaluation for Code Recommendations—0
A Hybrid RAG System with Comprehensive Enhancement on Complex Reasoning—0
Enhancing Relevance of Embedding-based Retrieval at Walmart—0
Rag and Roll: An End-to-End Evaluation of Indirect Prompt Manipulations in LLM-based Application Frameworks—0
Enhancing Exploratory Learning through Exploratory Search with the Emergence of Large Language Models—0
Early Exit Strategies for Approximate k-NN Search in Dense RetrievalCode0
Judgment2vec: Apply Graph Analytics to Searching and Recommendation of Similar Judgments—0
Towards Linguistic Neural Representation Learning and Sentence Retrieval from Electroencephalogram Recordings—0
Pairing Clustered Inverted Indexes with kNN Graphs for Fast Approximate Retrieval over Learned Sparse Representations—0
CREST: Effectively Compacting a Datastore For Retrieval-Based Speculative Decoding—0
Enhancing Robustness of Retrieval-Augmented Language Models with In-Context Learning—0
Enhancing Healthcare through Large Language Models: A Study on Medical Question Answering—0
Enhanced Semantic Graph Based Approach With Sentiment Analysis For User Interest Retrieval From Social Sites—0
Generative Language Models with Retrieval Augmented Generation for Automated Short Answer Scoring—0
SLIM-RAFT: A Novel Fine-Tuning Approach to Improve Cross-Linguistic Performance for Mercosur Common Nomenclature—0
Retrieval Augmentation via User Interest Clustering—0
ArtVLM: Attribute Recognition Through Vision-Based Prefix Language Modeling—0
FLASH: Federated Learning-Based LLMs for Advanced Query Processing in Social Networks through RAG—0
KnowPO: Knowledge-aware Preference Optimization for Controllable Knowledge Selection in Retrieval-Augmented Language Models—0
ASR-enhanced Multimodal Representation Learning for Cross-Domain Product Retrieval—0
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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