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 23512400 of 14297 papers

TitleStatusHype
Enhancing Large Language Models with Domain-Specific Knowledge: The Case in Topological Materials0
How Molecules Impact Cells: Unlocking Contrastive PhenoMolecular Retrieval0
Operational Advice for Dense and Sparse Retrievers: HNSW, Flat, or Inverted Indexes?0
PoseEmbroider: Towards a 3D, Visual, Semantic-aware Human Pose Representation0
AMNS: Attention-Weighted Selective Mask and Noise Label Suppression for Text-to-Image Person RetrievalCode0
A Cross-Font Image Retrieval Network for Recognizing Undeciphered Oracle Bone Inscriptions0
Retrieval Or Holistic Understanding? Dolce: Differentiate Our Long Context Evaluation Tasks0
Weakly-supervised Camera Localization by Ground-to-satellite Image RegistrationCode1
Revisiting the Solution of Meta KDD Cup 2024: CRAGCode2
Recall: Empowering Multimodal Embedding for Edge Devices0
Retrieval Augmented Correction of Named Entity Speech Recognition Errors0
Replicability Measures for Longitudinal Information Retrieval Evaluation0
MessIRve: A Large-Scale Spanish Information Retrieval Dataset0
M3-Jepa: Multimodal Alignment via Multi-directional MoE based on the JEPA frameworkCode1
Benchmarking and Building Zero-Shot Hindi Retrieval Model with Hindi-BEIR and NLLB-E50
Prim2Room: Layout-Controllable Room Mesh Generation from Primitives0
Referring Expression Generation in Visually Grounded Dialogue with Discourse-aware Comprehension GuidingCode0
MemoRAG: Moving towards Next-Gen RAG Via Memory-Inspired Knowledge DiscoveryCode7
A Survey of Multimodal Composite Editing and RetrievalCode1
Shaking Up VLMs: Comparing Transformers and Structured State Space Models for Vision & Language ModelingCode0
Unlearning or Concealment? A Critical Analysis and Evaluation Metrics for Unlearning in Diffusion Models0
RIRAG: Regulatory Information Retrieval and Answer GenerationCode1
RAGent: Retrieval-based Access Control Policy Generation0
OneGen: Efficient One-Pass Unified Generation and Retrieval for LLMsCode2
QueryBuilder: Human-in-the-Loop Query Development for Information Retrieval0
Late Chunking: Contextual Chunk Embeddings Using Long-Context Embedding ModelsCode3
A Sample Efficient Alternating Minimization-based Algorithm For Robust Phase Retrieval0
Training-free Zero-shot Composed Image Retrieval via Weighted Modality Fusion and SimilarityCode0
Retrieval Augmented Generation-Based Incident Resolution Recommendation System for IT Support0
Paper Copilot: A Self-Evolving and Efficient LLM System for Personalized Academic Assistance0
Zero-Shot Whole Slide Image Retrieval in Histopathology Using Embeddings of Foundation Models0
Introducing a Class-Aware Metric for Monocular Depth Estimation: An Automotive PerspectiveCode0
Learning vs Retrieval: The Role of In-Context Examples in Regression with LLMsCode0
Vietnamese Legal Information Retrieval in Question-Answering System0
Zeroshot Listwise Learning to Rank Algorithm for Recommendation0
HGAMN: Heterogeneous Graph Attention Matching Network for Multilingual POI Retrieval at Baidu Maps0
MARAGS: A Multi-Adapter System for Multi-Task Retrieval Augmented Generation Question Answering0
Diversify-verify-adapt: Efficient and Robust Retrieval-Augmented Ambiguous Question Answering0
Pooling And Attention: What Are Effective Designs For LLM-Based Embedding Models?Code1
Design and Evaluation of Camera-Centric Mobile Crowdsourcing Applications0
No Detail Left Behind: Revisiting Self-Retrieval for Fine-Grained Image Captioning0
GenDFIR: Advancing Cyber Incident Timeline Analysis Through Retrieval Augmented Generation and Large Language Models0
Language Model Powered Digital Biology with BRADCode2
NUDGE: Lightweight Non-Parametric Fine-Tuning of Embeddings for RetrievalCode1
RouterRetriever: Routing over a Mixture of Expert Embedding ModelsCode1
You Only Use Reactive Attention Slice For Long Context RetrievalCode0
Multi-Source Knowledge Pruning for Retrieval-Augmented Generation: A Benchmark and Empirical StudyCode0
In Defense of RAG in the Era of Long-Context Language Models0
Optimizing CLIP Models for Image Retrieval with Maintained Joint-Embedding AlignmentCode0
Smoothed Robust Phase Retrieval0
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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