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 17011750 of 14297 papers

TitleStatusHype
Zero-Indexing Internet Search Augmented Generation for Large Language Models0
Retrieval-guided Cross-view Image Synthesis0
Robust Bayesian Scene Reconstruction by Leveraging Retrieval-Augmented Priors0
SIMS: Simulating Stylized Human-Scene Interactions with Retrieval-Augmented Script Generation0
Advanced System Integration: Analyzing OpenAPI Chunking for Retrieval-Augmented Generation0
Towards Understanding Retrieval Accuracy and Prompt Quality in RAG Systems0
CAREL: Instruction-guided reinforcement learning with cross-modal auxiliary objectivesCode0
Multimodal Whole Slide Foundation Model for PathologyCode4
Zero-shot Musical Stem Retrieval with Joint-Embedding Predictive Architectures0
RAGDiffusion: Faithful Cloth Generation via External Knowledge Assimilation0
EFSA: Episodic Few-Shot Adaptation for Text-to-Image Retrieval0
Efficient Learning Content Retrieval with Knowledge Injection0
UrbanCAD: Towards Highly Controllable and Photorealistic 3D Vehicles for Urban Scene Simulation0
AudioSetCaps: An Enriched Audio-Caption Dataset using Automated Generation Pipeline with Large Audio and Language ModelsCode2
Deep Plug-and-Play HIO Approach for Phase Retrieval0
ICLERB: In-Context Learning Embedding and Reranker Benchmark0
Habit Coach: Customising RAG-based chatbots to support behavior change0
USTCCTSU at SemEval-2024 Task 1: Reducing Anisotropy for Cross-lingual Semantic Textual Relatedness Task0
RevPRAG: Revealing Poisoning Attacks in Retrieval-Augmented Generation through LLM Activation Analysis0
Overview of TREC 2024 Biomedical Generative Retrieval (BioGen) Track0
SentiXRL: An advanced large language Model Framework for Multilingual Fine-Grained Emotion Classification in Complex Text Environment0
Unifying Generative and Dense Retrieval for Sequential Recommendation0
Automated Literature Review Using NLP Techniques and LLM-Based Retrieval-Augmented Generation0
2D Matryoshka Training for Information RetrievalCode0
FLEX-CLIP: Feature-Level GEneration Network Enhanced CLIP for X-shot Cross-modal Retrieval0
Scholar Name Disambiguation with Search-enhanced LLM Across Language0
Learning Visual Hierarchies with Hyperbolic Embeddings0
Dual-task Mutual Reinforcing Embedded Joint Video Paragraph Retrieval and GroundingCode0
Path-RAG: Knowledge-Guided Key Region Retrieval for Open-ended Pathology Visual Question AnsweringCode2
Agentic AI for Improving Precision in Identifying Contributions to Sustainable Development Goals0
A Physics-Inspired Deep Learning Framework with Polar Coordinate Attention for Ptychographic ImagingCode0
Teaching Smaller Language Models To Generalise To Unseen Compositional Questions (Full Thesis)0
Image Generation Diversity Issues and How to Tame ThemCode1
LaB-RAG: Label Boosted Retrieval Augmented Generation for Radiology Report GenerationCode1
Learning by Analogy: Enhancing Few-Shot Prompting for Math Word Problem Solving with Computational Graph-Based Retrieval0
Context Awareness Gate For Retrieval Augmented GenerationCode1
AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge ReasoningCode1
Multi-modal Retrieval Augmented Multi-modal Generation: A Benchmark, Evaluate Metrics and Strong BaselinesCode1
TransCompressor: LLM-Powered Multimodal Data Compression for Smart Transportation0
SALOVA: Segment-Augmented Long Video Assistant for Targeted Retrieval and Routing in Long-Form Video Analysis0
DreamRunner: Fine-Grained Storytelling Video Generation with Retrieval-Augmented Motion Adaptation0
Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy0
ScalingNote: Scaling up Retrievers with Large Language Models for Real-World Dense Retrieval0
Proceedings of the 6th International Workshop on Reading Music Systems0
RAMIE: Retrieval-Augmented Multi-task Information Extraction with Large Language Models on Dietary Supplements0
PEnG: Pose-Enhanced Geo-LocalisationCode0
Multi-Reranker: Maximizing performance of retrieval-augmented generation in the FinanceRAG challengeCode2
Document Haystacks: Vision-Language Reasoning Over Piles of 1000+ DocumentsCode0
From MTEB to MTOB: Retrieval-Augmented Classification for Descriptive GrammarsCode0
Traditional Chinese Medicine Case Analysis System for High-Level Semantic Abstraction: Optimized with Prompt and RAG0
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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