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 2401–2425 of 14297 papers

TitleStatusHype
A Fresh Take on Stale Embeddings: Improving Dense Retriever Training with Corrector Networks—0
Benchmarking Cognitive Domains for LLMs: Insights from Taiwanese Hakka Culture—0
The Role of Large Language Models in Musicology: Are We Ready to Trust the Machines?—0
AdaComp: Extractive Context Compression with Adaptive Predictor for Retrieval-Augmented Large Language Models—0
CRAFT Your Dataset: Task-Specific Synthetic Dataset Generation Through Corpus Retrieval and AugmentationCode1
EEG-Language Modeling for Pathology Detection—0
DataSculpt: Crafting Data Landscapes for Long-Context LLMs through Multi-Objective PartitioningCode1
Know When to Fuse: Investigating Non-English Hybrid Retrieval in the Legal DomainCode1
Expanding on EnCLAP with Auxiliary Retrieval Model for Automated Audio Captioning—0
TempMe: Video Temporal Token Merging for Efficient Text-Video RetrievalCode1
A Review of Image Retrieval Techniques: Data Augmentation and Adversarial Learning Approaches—0
Evidential Transformers for Improved Image Retrieval—0
Masked Mixers for Language Generation and RetrievalCode0
Efficient and Scalable Estimation of Tool Representations in Vector SpaceCode1
Generating Media Background Checks for Automated Source Critical Reasoning—0
A Counterfactual Explanation Framework for Retrieval Models—0
Dissecting Temporal Understanding in Text-to-Audio Retrieval—0
Self-Supervised Vision Transformers for Writer Retrieval—0
YA-TA: Towards Personalized Question-Answering Teaching Assistants using Instructor-Student Dual Retrieval-augmented Knowledge Fusion—0
Evaluation of Table Representations to Answer Questions from Tables in Documents : A Case Study using 3GPP Specifications—0
MemLong: Memory-Augmented Retrieval for Long Text ModelingCode2
RISSOLE: Parameter-efficient Diffusion Models via Block-wise Generation and Retrieval-Guidance—0
rerankers: A Lightweight Python Library to Unify Ranking MethodsCode5
Retrieval-Augmented Natural Language Reasoning for Explainable Visual Question Answering—0
MaFeRw: Query Rewriting with Multi-Aspect Feedbacks for Retrieval-Augmented Large Language ModelsCode0
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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