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 5401–5425 of 14297 papers

TitleStatusHype
FACTUAL: A Benchmark for Faithful and Consistent Textual Scene Graph ParsingCode1
Pentagon-Match (PMatch): Identification of View-Invariant Planar Feature for Local Feature Matching-Based Homography Estimation—0
HyperFormer: Learning Expressive Sparse Feature Representations via Hypergraph Transformer—0
Three Towers: Flexible Contrastive Learning with Pretrained Image Models—0
Generating Images with Multimodal Language ModelsCode2
Tokenization Impacts Multilingual Language Modeling: Assessing Vocabulary Allocation and Overlap Across LanguagesCode0
People and Places of Historical Europe: Bootstrapping Annotation Pipeline and a New Corpus of Named Entities in Late Medieval Texts—0
The Search for Stability: Learning Dynamics of Strategic Publishers with Initial DocumentsCode0
An Empirical Comparison of LM-based Question and Answer Generation Methods—0
A Mechanism for Sample-Efficient In-Context Learning for Sparse Retrieval Tasks—0
AlignScore: Evaluating Factual Consistency with a Unified Alignment FunctionCode4
Integrating Listwise Ranking into Pairwise-based Image-Text RetrievalCode0
RAMP: Retrieval and Attribute-Marking Enhanced Prompting for Attribute-Controlled Translation—0
Expand, Rerank, and Retrieve: Query Reranking for Open-Domain Question AnsweringCode1
Efficient Decoding of Compositional Structure in Holistic Representations—0
Bridging the Domain Gaps in Context Representations for k-Nearest Neighbor Neural Machine TranslationCode1
DataFinder: Scientific Dataset Recommendation from Natural Language DescriptionsCode1
Improving accuracy of GPT-3/4 results on biomedical data using a retrieval-augmented language model—0
Multiview Identifiers Enhanced Generative RetrievalCode1
Pre-training Meets Clustering: A Hybrid Extractive Multi-document Summarization ModelCode0
Multimodal Relation Extraction with Cross-Modal Retrieval and Synthesis—0
Text-to-Motion Retrieval: Towards Joint Understanding of Human Motion Data and Natural LanguageCode1
Language Models Implement Simple Word2Vec-style Vector ArithmeticCode1
Give Me More Details: Improving Fact-Checking with Latent Retrieval—0
UFO: Unified Fact Obtaining for Commonsense Question AnsweringCode0
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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