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 2401–2450 of 14297 papers

TitleStatusHype
A Fresh Take on Stale Embeddings: Improving Dense Retriever Training with Corrector Networks—0
CRAFT Your Dataset: Task-Specific Synthetic Dataset Generation Through Corpus Retrieval and AugmentationCode1
Benchmarking Cognitive Domains for LLMs: Insights from Taiwanese Hakka Culture—0
The Role of Large Language Models in Musicology: Are We Ready to Trust the Machines?—0
AdaComp: Extractive Context Compression with Adaptive Predictor for Retrieval-Augmented Large Language Models—0
EEG-Language Modeling for Pathology Detection—0
DataSculpt: Crafting Data Landscapes for Long-Context LLMs through Multi-Objective PartitioningCode1
Know When to Fuse: Investigating Non-English Hybrid Retrieval in the Legal DomainCode1
TempMe: Video Temporal Token Merging for Efficient Text-Video RetrievalCode1
Evidential Transformers for Improved Image Retrieval—0
A Review of Image Retrieval Techniques: Data Augmentation and Adversarial Learning Approaches—0
Expanding on EnCLAP with Auxiliary Retrieval Model for Automated Audio Captioning—0
Masked Mixers for Language Generation and RetrievalCode0
Efficient and Scalable Estimation of Tool Representations in Vector SpaceCode1
Dissecting Temporal Understanding in Text-to-Audio Retrieval—0
Generating Media Background Checks for Automated Source Critical Reasoning—0
A Counterfactual Explanation Framework for Retrieval Models—0
Self-Supervised Vision Transformers for Writer Retrieval—0
YA-TA: Towards Personalized Question-Answering Teaching Assistants using Instructor-Student Dual Retrieval-augmented Knowledge Fusion—0
MemLong: Memory-Augmented Retrieval for Long Text ModelingCode2
RISSOLE: Parameter-efficient Diffusion Models via Block-wise Generation and Retrieval-Guidance—0
MaFeRw: Query Rewriting with Multi-Aspect Feedbacks for Retrieval-Augmented Large Language ModelsCode0
Retrieval-Augmented Natural Language Reasoning for Explainable Visual Question Answering—0
Evaluation of Table Representations to Answer Questions from Tables in Documents : A Case Study using 3GPP Specifications—0
rerankers: A Lightweight Python Library to Unify Ranking MethodsCode5
HyPA-RAG: A Hybrid Parameter Adaptive Retrieval-Augmented Generation System for AI Legal and Policy Applications—0
FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation LearningCode0
Rethinking Sparse Lexical Representations for Image Retrieval in the Age of Rising Multi-Modal Large Language Models—0
SurveySum: A Dataset for Summarizing Multiple Scientific Articles into a Survey Section—0
SynDL: A Large-Scale Synthetic Test Collection for Passage Retrieval—0
Jina-ColBERT-v2: A General-Purpose Multilingual Late Interaction Retriever—0
Efficient k-NN Search in IoT Data: Overlap Optimization in Tree-Based Indexing Structures—0
Shot Segmentation Based on Von Neumann Entropy for Key Frame Extraction—0
Temporal Attention for Cross-View Sequential Image LocalizationCode0
LRP4RAG: Detecting Hallucinations in Retrieval-Augmented Generation via Layer-wise Relevance PropagationCode3
Retrieval-Augmented Instruction Tuning for Automated Process Engineering Calculations : A Tool-Chaining Problem-Solving Framework with Attributable Reflection—0
Measuring publication relatedness using controlled vocabularies—0
A Statistical Framework for Data-dependent Retrieval-Augmented Models—0
MRSE: An Efficient Multi-modality Retrieval System for Large Scale E-commerce—0
Knowledge Discovery in Optical Music Recognition: Enhancing Information Retrieval with Instance Segmentation—0
Snap and Diagnose: An Advanced Multimodal Retrieval System for Identifying Plant Diseases in the Wild—0
Writing in the Margins: Better Inference Pattern for Long Context RetrievalCode2
Retrieval Augmented Generation for Dynamic Graph Modeling—0
MODOC: A Modular Interface for Flexible Interlinking of Text Retrieval and Text Generation FunctionsCode0
Probing Causality Manipulation of Large Language Models—0
Claim Verification in the Age of Large Language Models: A Survey—0
tabulapdf: An R Package to Extract Tables from PDF Documents—0
LexBoost: Improving Lexical Document Retrieval with Nearest NeighborsCode1
Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models—0
LowCLIP: Adapting the CLIP Model Architecture for Low-Resource Languages in Multimodal Image Retrieval TaskCode0
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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