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 5151–5175 of 14297 papers

TitleStatusHype
TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal PredictionCode0
MomentDiff: Generative Video Moment Retrieval from Random to RealCode1
Offline Reinforcement Learning with Imbalanced Datasets—0
Dense Retrieval Adaptation using Target Domain Description—0
Improving Retrieval-Augmented Large Language Models via Data Importance LearningCode1
Lost in the Middle: How Language Models Use Long ContextsCode2
MultiVENT: Multilingual Videos of Events with Aligned Natural Text—0
Diverse Retrieval-Augmented In-Context Learning for Dialogue State TrackingCode0
Modeling Tag Prediction based on Question Tagging Behavior Analysis of CommunityQA Platform Users—0
Chain of Thought Prompting Elicits Knowledge AugmentationCode0
MWPRanker: An Expression Similarity Based Math Word Problem Retriever—0
Cross-modal Place Recognition in Image Databases using Event-based Sensors—0
Exploring the In-context Learning Ability of Large Language Model for Biomedical Concept Linking—0
OpenSiteRec: An Open Dataset for Site Recommendation—0
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information RetrievalCode2
HeGeL: A Novel Dataset for Geo-Location from Hebrew TextCode0
Improving Multitask Retrieval by Promoting Task SpecializationCode0
Effective Matching of Patients to Clinical Trials using Entity Extraction and Neural Re-ranking—0
ProbVLM: Probabilistic Adapter for Frozen Vision-Language ModelsCode1
SHARCS: Shared Concept Space for Explainable Multimodal LearningCode1
Of Spiky SVDs and Music RecommendationCode0
GPT-FinRE: In-context Learning for Financial Relation Extraction using Large Language ModelsCode0
Knowledge Base Completion for Long-Tail EntitiesCode0
Meta-training with Demonstration Retrieval for Efficient Few-shot Learning—0
Audio Embeddings as Teachers for Music ClassificationCode1
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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