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 41514200 of 14297 papers

TitleStatusHype
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
Deep Plug-and-Play HIO Approach for Phase Retrieval0
ICLERB: In-Context Learning Embedding and Reranker Benchmark0
Efficient Learning Content Retrieval with Knowledge Injection0
UrbanCAD: Towards Highly Controllable and Photorealistic 3D Vehicles for Urban Scene Simulation0
EFSA: Episodic Few-Shot Adaptation for Text-to-Image Retrieval0
Habit Coach: Customising RAG-based chatbots to support behavior change0
SentiXRL: An advanced large language Model Framework for Multilingual Fine-Grained Emotion Classification in Complex Text Environment0
Automated Literature Review Using NLP Techniques and LLM-Based Retrieval-Augmented Generation0
Unifying Generative and Dense Retrieval for Sequential Recommendation0
Overview of TREC 2024 Biomedical Generative Retrieval (BioGen) Track0
2D Matryoshka Training for Information RetrievalCode0
Learning Visual Hierarchies with Hyperbolic Embeddings0
FLEX-CLIP: Feature-Level GEneration Network Enhanced CLIP for X-shot Cross-modal Retrieval0
Scholar Name Disambiguation with Search-enhanced LLM Across Language0
Agentic AI for Improving Precision in Identifying Contributions to Sustainable Development Goals0
Dual-task Mutual Reinforcing Embedded Joint Video Paragraph Retrieval and GroundingCode0
SALOVA: Segment-Augmented Long Video Assistant for Targeted Retrieval and Routing in Long-Form Video Analysis0
TransCompressor: LLM-Powered Multimodal Data Compression for Smart Transportation0
Learning by Analogy: Enhancing Few-Shot Prompting for Math Word Problem Solving with Computational Graph-Based Retrieval0
Teaching Smaller Language Models To Generalise To Unseen Compositional Questions (Full Thesis)0
A Physics-Inspired Deep Learning Framework with Polar Coordinate Attention for Ptychographic ImagingCode0
DreamRunner: Fine-Grained Storytelling Video Generation with Retrieval-Augmented Motion Adaptation0
RAMIE: Retrieval-Augmented Multi-task Information Extraction with Large Language Models on Dietary Supplements0
Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy0
ScalingNote: Scaling up Retrievers with Large Language Models for Real-World Dense Retrieval0
PEnG: Pose-Enhanced Geo-LocalisationCode0
Proceedings of the 6th International Workshop on Reading Music Systems0
Document Haystacks: Vision-Language Reasoning Over Piles of 1000+ DocumentsCode0
OphCLIP: Hierarchical Retrieval-Augmented Learning for Ophthalmic Surgical Video-Language Pretraining0
Improving Factuality of 3D Brain MRI Report Generation with Paired Image-domain Retrieval and Text-domain Augmentation0
Traditional Chinese Medicine Case Analysis System for High-Level Semantic Abstraction: Optimized with Prompt and RAG0
From MTEB to MTOB: Retrieval-Augmented Classification for Descriptive GrammarsCode0
QEQR: An Exploration of Query Expansion Methods for Question Retrieval in CQA Services0
Cross-Modal Pre-Aligned Method with Global and Local Information for Remote-Sensing Image and Text Retrieval0
mR^2AG: Multimodal Retrieval-Reflection-Augmented Generation for Knowledge-Based VQA0
IRLab@iKAT24: Learned Sparse Retrieval with Multi-aspect LLM Query Generation for Conversational Search0
A Reproducibility and Generalizability Study of Large Language Models for Query Generation0
LLaVA-MR: Large Language-and-Vision Assistant for Video Moment RetrievalCode0
LEADRE: Multi-Faceted Knowledge Enhanced LLM Empowered Display Advertisement Recommender System0
FastRAG: Retrieval Augmented Generation for Semi-structured Data0
Towards Knowledge Checking in Retrieval-augmented Generation: A Representation Perspective0
Scaling Laws for Online Advertisement Retrieval0
DMQR-RAG: Diverse Multi-Query Rewriting for RAG0
Limitations of Automatic Relevance Assessments with Large Language Models for Fair and Reliable Retrieval Evaluation0
Retrieval-Augmented Generation for Domain-Specific Question Answering: A Case Study on Pittsburgh and CMU0
Uni-Mlip: Unified Self-supervision for Medical Vision Language Pre-training0
Writing Style Matters: An Examination of Bias and Fairness in Information Retrieval Systems0
A Comparative Study of Text Retrieval Models on DaReCzech0
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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