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 2176–2200 of 14297 papers

TitleStatusHype
IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian LanguagesCode1
CityFlow-NL: Tracking and Retrieval of Vehicles at City Scale by Natural Language DescriptionsCode1
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet ExtractionCode1
Explicitly Integrating Judgment Prediction with Legal Document Retrieval: A Law-Guided Generative ApproachCode1
Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-RankingCode1
Inductive Entity Representations from Text via Link PredictionCode1
Building Russian Benchmark for Evaluation of Information Retrieval ModelsCode1
Citation-Enhanced Generation for LLM-based ChatbotsCode1
Circle Loss: A Unified Perspective of Pair Similarity OptimizationCode1
A Comparison of Pre-trained Vision-and-Language Models for Multimodal Representation Learning across Medical Images and ReportsCode1
Complex Knowledge Base Question Answering: A SurveyCode1
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow PredictionCode1
CLAPNQ: Cohesive Long-form Answers from Passages in Natural Questions for RAG systemsCode1
Incorporating External Knowledge through Pre-training for Natural Language to Code GenerationCode1
Composed Image Retrieval for Training-Free Domain ConversionCode1
Inductive Generative Recommendation via Retrieval-based SpeculationCode1
Composing Text and Image for Image Retrieval - An Empirical OdysseyCode1
Enhancing Recipe Retrieval with Foundation Models: A Data Augmentation PerspectiveCode1
CARE: a Benchmark Suite for the Classification and Retrieval of EnzymesCode1
Compress to Impress: Unleashing the Potential of Compressive Memory in Real-World Long-Term ConversationsCode1
Data Curation Alone Can Stabilize In-context LearningCode1
Compositional Learning of Image-Text Query for Image RetrievalCode1
Keyword-Guided Neural Conversational ModelCode1
ChMusic: A Traditional Chinese Music Dataset for Evaluation of Instrument RecognitionCode1
Answer Mining from a Pool of Images: Towards Retrieval-Based Visual Question AnsweringCode1
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All datasetsQuora Question PairsHotpotQANatural QuestionsOK-VQAInfoSeekMVKPolyvorePubMedQAPubMedQA corpus with metadataToolLensคลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

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