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 4101–4125 of 14297 papers

TitleStatusHype
Gene-associated Disease Discovery Powered by Large Language Models—0
Siamese Content-based Search Engine for a More Transparent Skin and Breast Cancer Diagnosis through Histological Imaging—0
Generative Multi-Modal Knowledge Retrieval with Large Language ModelsCode1
JustiLM: Few-shot Justification Generation for Explainable Fact-Checking of Real-world ClaimsCode0
A Chaotic Associative Memory—0
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 Generator—0
HiHPQ: Hierarchical Hyperbolic Product Quantization for Unsupervised Image RetrievalCode1
Automated Answer Validation using Text Similarity—0
Bridging the Preference Gap between Retrievers and LLMs—0
InRanker: Distilled Rankers for Zero-shot Information RetrievalCode0
Fine-grained Hallucination Detection and Editing for Language Models—0
DocFinQA: A Long-Context Financial Reasoning Dataset—0
INTERS: Unlocking the Power of Large Language Models in Search with Instruction TuningCode3
Exploring the Best Practices of Query Expansion with Large Language ModelsCode1
Improved Learned Sparse Retrieval with Corpus-Specific VocabulariesCode0
Ada-Retrieval: An Adaptive Multi-Round Retrieval Paradigm for Sequential RecommendationsCode0
Reframing Tax Law Entailment as Analogical Reasoning—0
UMG-CLIP: A Unified Multi-Granularity Vision Generalist for Open-World UnderstandingCode1
Mapping Transformer Leveraged Embeddings for Cross-Lingual Document RepresentationCode0
Medical Dialogue Generation via Intuitive-then-Analytical Differential Diagnosis—0
UniRQR: A Unified Model for Retrieval Decision, Query, and Response Generation in Internet-Based Knowledge Dialogue Systems—0
Large Language Models vs. Search Engines: Evaluating User Preferences Across Varied Information Retrieval Scenarios—0
Evidence to Generate (E2G): A Single-agent Two-step Prompting for Context Grounded and Retrieval Augmented Reasoning—0
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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