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 4751–4800 of 14297 papers

TitleStatusHype
Structural Representation Learning and Disentanglement for Evidential Chinese Patent Approval Prediction—0
A Comparative Analysis of Faithfulness Metrics and Humans in Citation Evaluation—0
GarmentAligner: Text-to-Garment Generation via Retrieval-augmented Multi-level Corrections—0
GRATR: Zero-Shot Evidence Graph Retrieval-Augmented Trustworthiness ReasoningCode0
Large Language Models as Foundations for Next-Gen Dense Retrieval: A Comprehensive Empirical Assessment—0
The Russian-focused embedders' exploration: ruMTEB benchmark and Russian embedding model design—0
Evolution of Detection Performance throughout the Online Lifespan of Synthetic Images—0
Learning Deep Tree-based Retriever for Efficient Recommendation: Theory and MethodCode0
Ancient Wisdom, Modern Tools: Exploring Retrieval-Augmented LLMs for Ancient Indian PhilosophyCode0
WeQA: A Benchmark for Retrieval Augmented Generation in Wind Energy Domain—0
RAG-Optimized Tibetan Tourism LLMs: Enhancing Accuracy and Personalization—0
Leveraging Chemistry Foundation Models to Facilitate Structure Focused Retrieval Augmented Generation in Multi-Agent Workflows for Catalyst and Materials Design—0
What are the limits of cross-lingual dense passage retrieval for low-resource languages?—0
Estimated Audio-Caption Correspondences Improve Language-Based Audio RetrievalCode0
A Quick, trustworthy spectral knowledge Q&A system leveraging retrieval-augmented generation on LLMCode0
Mathematical Information Retrieval: Search and Question Answering—0
Reading with Intent—0
Analysis of Plan-based Retrieval for Grounded Text Generation—0
kNN Retrieval for Simple and Effective Zero-Shot Multi-speaker Text-to-Speech—0
The Instance-centric Transformer for the RVOS Track of LSVOS Challenge: 3rd Place Solution—0
ColBERT Retrieval and Ensemble Response Scoring for Language Model Question AnsweringCode0
Reconciling Methodological Paradigms: Employing Large Language Models as Novice Qualitative Research Assistants in Talent Management Research—0
Synergistic Approach for Simultaneous Optimization of Monolingual, Cross-lingual, and Multilingual Information Retrieval—0
NLP for The Greek Language: A Longer Survey—0
What can Large Language Models Capture about Code Functional Equivalence?—0
Mistral-SPLADE: LLMs for better Learned Sparse RetrievalCode0
BrewCLIP: A Bifurcated Representation Learning Framework for Audio-Visual Retrieval—0
Icing on the Cake: Automatic Code Summarization at Ericsson—0
Beyond Relevant Documents: A Knowledge-Intensive Approach for Query-Focused Summarization using Large Language Models—0
AutoML-guided Fusion of Entity and LLM-based Representations for Document ClassificationCode0
Improving embedding with contrastive fine-tuning on small datasets with expert-augmented scores—0
Multilingual Needle in a Haystack: Investigating Long-Context Behavior of Multilingual Large Language ModelsCode0
Fashion Image-to-Image Translation for Complementary Item Retrieval—0
Enhanced document retrieval with topic embeddings—0
Carbon Footprint Accounting Driven by Large Language Models and Retrieval-augmented Generation—0
Ranking Generated Answers: On the Agreement of Retrieval Models with Humans on Consumer Health QuestionsCode0
Hindi-BEIR : A Large Scale Retrieval Benchmark in Hindi—0
PhysBERT: A Text Embedding Model for Physics Scientific Literature—0
Agentic Retrieval-Augmented Generation for Time Series Analysis—0
NAVERO: Unlocking Fine-Grained Semantics for Video-Language Compositionality—0
A Study of PHOC Spatial Region Configurations for Math Formula Retrieval—0
Enhancing Audio-Language Models through Self-Supervised Post-Training with Text-Audio PairsCode0
Towards Effective Top-N Hamming Search via Bipartite Graph Contrastive Hashing—0
MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question Answering—0
GeoTransformer: Enhancing Urban Forecasting with Dependency Retrieval and Geospatial Attention—0
Retrieval-augmented Few-shot Medical Image Segmentation with Foundation Models—0
Meta Knowledge for Retrieval Augmented Large Language Models—0
SC-Rec: Enhancing Generative Retrieval with Self-Consistent Reranking for Sequential Recommendation—0
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-CheckingCode0
VERA: Validation and Evaluation of Retrieval-Augmented Systems—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