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 50515100 of 14297 papers

TitleStatusHype
ChatMOF: An Autonomous AI System for Predicting and Generating Metal-Organic Frameworks0
Generative Query Reformulation for Effective Adhoc Search0
On the Effects of Regional Spelling Conventions in Retrieval ModelsCode0
Retrieval Augmented Generation and Representative Vector Summarization for large unstructured textual data in Medical EducationCode1
Defense of Adversarial Ranking Attack in Text Retrieval: Benchmark and Baseline via Detection0
Lexically-Accelerated Dense RetrievalCode0
All-In-One Metrical And Functional Structure Analysis With Neighborhood Attentions on Demixed AudioCode2
HAGRID: A Human-LLM Collaborative Dataset for Generative Information-Seeking with AttributionCode1
UniVTG: Towards Unified Video-Language Temporal GroundingCode2
Analysing the Resourcefulness of the Paragraph for Precedence RetrievalCode0
Debiased Pairwise Learning from Positive-Unlabeled Implicit FeedbackCode0
Select and Augment: Enhanced Dense Retrieval Knowledge Graph Augmentation0
Med-HALT: Medical Domain Hallucination Test for Large Language ModelsCode1
Staging E-Commerce Products for Online Advertising using Retrieval Assisted Image Generation0
AI Literature Review SuiteCode1
Retrieval-based Text Selection for Addressing Class-Imbalanced Data in Classification0
Learning Multi-modal Representations by Watching Hundreds of Surgical Video LecturesCode1
Matching Patients to Clinical Trials with Large Language ModelsCode1
Exploring Annotation-free Image Captioning with Retrieval-augmented Pseudo Sentence GenerationCode0
How User Language Affects Conflict Fatality Estimates in ChatGPT0
UnScientify: Detecting Scientific Uncertainty in Scholarly Full Text0
TabR: Tabular Deep Learning Meets Nearest Neighbors in 2023Code2
Set-level Guidance Attack: Boosting Adversarial Transferability of Vision-Language Pre-training ModelsCode1
Towards Resolving Word Ambiguity with Word Embeddings0
An Intent Taxonomy of Legal Case Retrieval0
Contributions to the Improvement of Question Answering Systems in the Biomedical Domain0
Comprehensive Review on Semantic Information Retrieval and Ontology Engineering0
Neural Memory Decoding with EEG Data and Representation Learning0
GPT-3 Models are Few-Shot Financial Reasoners0
Benchmarking and Analyzing Generative Data for Visual Recognition0
The Visual Language of Fabrics0
Conditional Cross Attention Network for Multi-Space Embedding without Entanglement in Only a SINGLE Network0
PRIOR: Prototype Representation Joint Learning from Medical Images and ReportsCode1
Audio-Enhanced Text-to-Video Retrieval using Text-Conditioned Feature Alignment0
CLIP-KD: An Empirical Study of CLIP Model DistillationCode1
RRAML: Reinforced Retrieval Augmented Machine Learning0
Towards Video Anomaly Retrieval from Video Anomaly Detection: New Benchmarks and ModelCode1
Towards a Visual-Language Foundation Model for Computational Pathology0
XWalk: Random Walk Based Candidate Retrieval for Product Search0
Extracting Molecular Properties from Natural Language with Multimodal Contrastive Learning0
Alleviating the Long-Tail Problem in Conversational Recommender SystemsCode0
Generator-Retriever-Generator Approach for Open-Domain Question AnsweringCode1
SACReg: Scene-Agnostic Coordinate Regression for Visual Localization0
Brain2Music: Reconstructing Music from Human Brain Activity0
Jina Embeddings: A Novel Set of High-Performance Sentence Embedding Models0
Language-Enhanced Session-Based Recommendation with Decoupled Contrastive Learning0
Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval AugmentationCode1
SCA-PVNet: Self-and-Cross Attention Based Aggregation of Point Cloud and Multi-View for 3D Object Retrieval0
Transfer Learning and Bias Correction with Pre-trained Audio EmbeddingsCode1
SPRINT: A Unified Toolkit for Evaluating and Demystifying Zero-shot Neural Sparse RetrievalCode1
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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