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 1126–1150 of 14297 papers

TitleStatusHype
How to Configure Good In-Context Sequence for Visual Question AnsweringCode1
Language-only Efficient Training of Zero-shot Composed Image RetrievalCode1
Removing Biases from Molecular Representations via Information MaximizationCode1
Agent-OM: Leveraging LLM Agents for Ontology MatchingCode1
MLLMs-Augmented Visual-Language Representation LearningCode1
Knowledge Transfer from Vision Foundation Models for Efficient Training of Small Task-specific ModelsCode1
Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight DetectionCode1
A Two-Stage Adaptation of Large Language Models for Text RankingCode1
Safe-CLIP: Removing NSFW Concepts from Vision-and-Language ModelsCode1
Automatic Synthetic Data and Fine-grained Adaptive Feature Alignment for Composed Person RetrievalCode1
Benchmarking Robustness of Text-Image Composed RetrievalCode1
Probabilistic Tree-of-thought Reasoning for Answering Knowledge-intensive Complex QuestionsCode1
3D-MIR: A Benchmark and Empirical Study on 3D Medical Image Retrieval in RadiologyCode1
Retrieval-Augmented Layout Transformer for Content-Aware Layout GenerationCode1
AutoKG: Efficient Automated Knowledge Graph Generation for Language ModelsCode1
Enhancing Uncertainty-Based Hallucination Detection with Stronger FocusCode1
CSMeD: Bridging the Dataset Gap in Automated Citation Screening for Systematic Literature ReviewsCode1
ShapeMatcher: Self-Supervised Joint Shape Canonicalization, Segmentation, Retrieval and DeformationCode1
IterCQR: Iterative Conversational Query Reformulation with Retrieval GuidanceCode1
FinanceMath: Knowledge-Intensive Math Reasoning in Finance DomainsCode1
The Song Describer Dataset: a Corpus of Audio Captions for Music-and-Language EvaluationCode1
Back to Basics: A Simple Recipe for Improving Out-of-Domain Retrieval in Dense EncodersCode1
VideoCon: Robust Video-Language Alignment via Contrast CaptionsCode1
Scalable and Effective Generative Information RetrievalCode1
LePaRD: A Large-Scale Dataset of Judges Citing PrecedentsCode1
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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