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 2701–2725 of 14297 papers

TitleStatusHype
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities—0
Explainable Biomedical Hypothesis Generation via Retrieval Augmented Generation enabled Large Language Models—0
Optimizing Query Generation for Enhanced Document Retrieval in RAG—0
Halu-J: Critique-Based Hallucination JudgeCode4
HDLCopilot: Natural Language Exploration of Hardware Designs and Libraries—0
Evaluating Search Engines and Large Language Models for Answering Health QuestionsCode0
EchoSight: Advancing Visual-Language Models with Wiki Knowledge—0
Crafting the Path: Robust Query Rewriting for Information Retrieval—0
GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook RetrievalCode2
Goldfish: Vision-Language Understanding of Arbitrarily Long VideosCode4
MERLIN: Multimodal Embedding Refinement via LLM-based Iterative Navigation for Text-Video Retrieval-Rerank Pipeline—0
Object-Aware Query Perturbation for Cross-Modal Image-Text RetrievalCode0
Mindful-RAG: A Study of Points of Failure in Retrieval Augmented Generation—0
BRIGHT: A Realistic and Challenging Benchmark for Reasoning-Intensive RetrievalCode5
Bootstrapped Pre-training with Dynamic Identifier Prediction for Generative Retrieval—0
NeedleBench: Can LLMs Do Retrieval and Reasoning in Information-Dense Context?Code9
EndoFinder: Online Image Retrieval for Explainable Colorectal Polyp Diagnosis—0
Better RAG using Relevant Information GainCode0
Video-Language Alignment via Spatio-Temporal Graph TransformerCode1
Interactions with Generative Information Retrieval Systems—0
Scientific QA System with Verifiable AnswersCode2
A Comprehensive Evaluation of Large Language Models on Temporal Event Forecasting—0
A PLMs based protein retrieval framework—0
Knowledge and Aptitude Augmented Generation: Adaptive Multi-Turn Interaction in LLM SystemsCode0
Evaluation of RAG Metrics for Question Answering in the Telecom Domain—0
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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