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 2051–2100 of 14297 papers

TitleStatusHype
CLaMP 2: Multimodal Music Information Retrieval Across 101 Languages Using Large Language ModelsCode2
Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems—0
Enhancing Fact Retrieval in PLMs through Truthfulness—0
Failing Forward: Improving Generative Error Correction for ASR with Synthetic Data and Retrieval Augmentation—0
AT-RAG: An Adaptive RAG Model Enhancing Query Efficiency with Topic Filtering and Iterative ReasoningCode1
Towards Computational Analysis of Pansori Singing—0
REFINE on Scarce Data: Retrieval Enhancement through Fine-Tuning via Model Fusion of Embedding Models—0
Evaluation of Attribution Bias in Retrieval-Augmented Large Language Models—0
HerO at AVeriTeC: The Herd of Open Large Language Models for Verifying Real-World ClaimsCode1
Comprehending Knowledge Graphs with Large Language Models for Recommender Systems—0
MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language ModelsCode3
Is Semantic Chunking Worth the Computational Cost?—0
Layer-of-Thoughts Prompting (LoT): Leveraging LLM-Based Retrieval with Constraint Hierarchies—0
MedAide: Towards an Omni Medical Aide via Specialized LLM-based Multi-Agent Collaboration—0
Exploiting LLMs' Reasoning Capability to Infer Implicit Concepts in Legal Information Retrieval—0
LEGAL-UQA: A Low-Resource Urdu-English Dataset for Legal Question AnsweringCode0
CoFE-RAG: A Comprehensive Full-chain Evaluation Framework for Retrieval-Augmented Generation with Enhanced Data DiversityCode1
QUIDS: Query Intent Generation via Dual Space Modeling—0
Beyond Coarse-Grained Matching in Video-Text Retrieval—0
Retrieval-Reasoning Large Language Model-based Synthetic Clinical Trial Generation—0
RuleRAG: Rule-guided retrieval-augmented generation with language models for question answeringCode1
Telco-DPR: A Hybrid Dataset for Evaluating Retrieval Models of 3GPP Technical Specifications—0
De-jargonizing Science for Journalists with GPT-4: A Pilot StudyCode0
SEER: Self-Aligned Evidence Extraction for Retrieval-Augmented GenerationCode0
ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic Interpretability—0
Self-adaptive Multimodal Retrieval-Augmented GenerationCode0
Unleashing the Power of LLMs as Multi-Modal Encoders for Text and Graph-Structured Data—0
A Cross-Lingual Statutory Article Retrieval Dataset for Taiwan Legal StudiesCode0
CrediRAG: Network-Augmented Credibility-Based Retrieval for Misinformation Detection in Reddit—0
MultiVENT 2.0: A Massive Multilingual Benchmark for Event-Centric Video Retrieval—0
DynamicER: Resolving Emerging Mentions to Dynamic Entities for RAGCode0
Sequential LLM Framework for Fashion Recommendation—0
LoGS: Visual Localization via Gaussian Splatting with Fewer Training Images—0
Retrieval Augmented Spelling Correction for E-Commerce Applications—0
Athena: Retrieval-augmented Legal Judgment Prediction with Large Language Models—0
Synthetic Interlocutors. Experiments with Generative AI to Prolong Ethnographic Encounters—0
KITTEN: A Knowledge-Intensive Evaluation of Image Generation on Visual Entities—0
On Debiasing Text Embeddings Through Context Injection—0
Skill Learning Using Process Mining for Large Language Model Plan Generation—0
Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with GraphsCode1
FunnelRAG: A Coarse-to-Fine Progressive Retrieval Paradigm for RAG—0
MAIR: A Massive Benchmark for Evaluating Instructed RetrievalCode1
DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming HeadsCode4
Enhancing Retrieval-Augmented Audio Captioning with Generation-Assisted Multimodal Querying and Progressive Learning—0
Parenting: Optimizing Knowledge Selection of Retrieval-Augmented Language Models with Parameter Decoupling and Tailored Tuning—0
Can Structured Data Reduce Epistemic Uncertainty?—0
BookWorm: A Dataset for Character Description and AnalysisCode1
Advancing Academic Knowledge Retrieval via LLM-enhanced Representation Similarity Fusion—0
Beyond-RAG: Question Identification and Answer Generation in Real-Time Conversations—0
Model-based Large Language Model Customization as Service—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