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 1201–1225 of 14297 papers

TitleStatusHype
Language Models As Semantic IndexersCode1
GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language ModelsCode1
Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge GeneratorsCode1
DrugCLIP: Contrastive Protein-Molecule Representation Learning for Virtual ScreeningCode1
ESA: External Space Attention Aggregation for Image-Text RetrievalCode1
Sentence-level Prompts Benefit Composed Image RetrievalCode1
GMMFormer: Gaussian-Mixture-Model Based Transformer for Efficient Partially Relevant Video RetrievalCode1
Building an Open-Vocabulary Video CLIP Model with Better Architectures, Optimization and DataCode1
DORIS-MAE: Scientific Document Retrieval using Multi-level Aspect-based QueriesCode1
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective AugmentationCode1
BioBridge: Bridging Biomedical Foundation Models via Knowledge GraphsCode1
Retrieval-augmented Generation to Improve Math Question-Answering: Trade-offs Between Groundedness and Human PreferenceCode1
BTR: Binary Token Representations for Efficient Retrieval Augmented Language ModelsCode1
Making Retrieval-Augmented Language Models Robust to Irrelevant ContextCode1
Reasoning on Graphs: Faithful and Interpretable Large Language Model ReasoningCode1
Compressing LLMs: The Truth is Rarely Pure and Never SimpleCode1
FELM: Benchmarking Factuality Evaluation of Large Language ModelsCode1
Interpretable Long-Form Legal Question Answering with Retrieval-Augmented Large Language ModelsCode1
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal RetrievalCode1
FORB: A Flat Object Retrieval Benchmark for Universal Image EmbeddingCode1
Context-I2W: Mapping Images to Context-dependent Words for Accurate Zero-Shot Composed Image RetrievalCode1
Graph Neural Prompting with Large Language ModelsCode1
A Novel Geo-Localization Method for UAV and Satellite Images Using Cross-View Consistent AttentionCode1
Model-enhanced Vector IndexCode1
Generative Retrieval with Semantic Tree-Structured Item Identifiers via Contrastive LearningCode1
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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