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 41014150 of 14297 papers

TitleStatusHype
Gene-associated Disease Discovery Powered by Large Language Models0
Siamese Content-based Search Engine for a More Transparent Skin and Breast Cancer Diagnosis through Histological Imaging0
JustiLM: Few-shot Justification Generation for Explainable Fact-Checking of Real-world ClaimsCode0
Generative Multi-Modal Knowledge Retrieval with Large Language ModelsCode1
A Chaotic Associative Memory0
Assisted Knowledge Graph Authoring: Human-Supervised Knowledge Graph Construction from Natural LanguageCode0
Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote SensingCode1
The Chronicles of RAG: The Retriever, the Chunk and the Generator0
HiHPQ: Hierarchical Hyperbolic Product Quantization for Unsupervised Image RetrievalCode1
Automated Answer Validation using Text Similarity0
Bridging the Preference Gap between Retrievers and LLMs0
InRanker: Distilled Rankers for Zero-shot Information RetrievalCode0
Fine-grained Hallucination Detection and Editing for Language Models0
DocFinQA: A Long-Context Financial Reasoning Dataset0
Exploring the Best Practices of Query Expansion with Large Language ModelsCode1
INTERS: Unlocking the Power of Large Language Models in Search with Instruction TuningCode3
Improved Learned Sparse Retrieval with Corpus-Specific VocabulariesCode0
UMG-CLIP: A Unified Multi-Granularity Vision Generalist for Open-World UnderstandingCode1
Medical Dialogue Generation via Intuitive-then-Analytical Differential Diagnosis0
Mapping Transformer Leveraged Embeddings for Cross-Lingual Document RepresentationCode0
Reframing Tax Law Entailment as Analogical Reasoning0
Ada-Retrieval: An Adaptive Multi-Round Retrieval Paradigm for Sequential RecommendationsCode0
UniRQR: A Unified Model for Retrieval Decision, Query, and Response Generation in Internet-Based Knowledge Dialogue Systems0
Distilling Vision-Language Models on Millions of Videos0
Discovering Low-rank Subspaces for Language-agnostic Multilingual RepresentationsCode0
Cross-modal Retrieval for Knowledge-based Visual Question AnsweringCode1
Evidence to Generate (E2G): A Single-agent Two-step Prompting for Context Grounded and Retrieval Augmented Reasoning0
Large Language Models vs. Search Engines: Evaluating User Preferences Across Varied Information Retrieval Scenarios0
Reinforcement Learning for Optimizing RAG for Domain Chatbots0
Improving Tag-Clouds as Visual Information Retrieval Interfaces0
Do Vision and Language Encoders Represent the World Similarly?Code1
Modality-Aware Representation Learning for Zero-shot Sketch-based Image RetrievalCode0
Knowledge Sharing in Manufacturing using Large Language Models: User Evaluation and Model Benchmarking0
Attendre: Wait To Attend By Retrieval With Evicted Queries in Memory-Based Transformers for Long Context Processing0
Learning Audio Concepts from Counterfactual Natural LanguageCode0
Adapting Standard Retrieval Benchmarks to Evaluate Generated Answers0
Answer Retrieval in Legal Community Question AnsweringCode0
Probabilistic emotion and sentiment modelling of patient-reported experiencesCode0
Rewriting the Code: A Simple Method for Large Language Model Augmented Code SearchCode1
Translate-Distill: Learning Cross-Language Dense Retrieval by Translation and Distillation0
Sparse Meets Dense: A Hybrid Approach to Enhance Scientific Document Retrieval0
FlopPITy: Enabling self-consistent exoplanet atmospheric retrievals with machine learning0
Reproducibility Analysis and Enhancements for Multi-Aspect Dense Retriever with Aspect LearningCode0
End-to-End Crystal Structure Prediction from Powder X-Ray Diffraction0
Information Retrieval and Classification of Real-Time Multi-Source Hurricane Evacuation Notices0
CAPTAIN at COLIEE 2023: Efficient Methods for Legal Information Retrieval and Entailment TasksCode0
Text-Video Retrieval via Variational Multi-Modal Hypergraph Networks0
Unsupervised hard Negative Augmentation for contrastive learningCode0
Benchmarking PathCLIP for Pathology Image Analysis0
Natural Language Programming in Medicine: Administering Evidence Based Clinical Workflows with Autonomous Agents Powered by Generative Large Language Models0
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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