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 4401–4450 of 14297 papers

TitleStatusHype
ELOQ: Resources for Enhancing LLM Detection of Out-of-Scope QuestionsCode0
DiSCo: LLM Knowledge Distillation for Efficient Sparse Retrieval in Conversational SearchCode0
Backdoored Retrievers for Prompt Injection Attacks on Retrieval Augmented Generation of Large Language Models—0
Real-time Fake News from Adversarial FeedbackCode0
Optimizing Retrieval-Augmented Generation with Elasticsearch for Enhanced Question-Answering Systems—0
WeSpeR: Population spectrum retrieval and spectral density estimation of weighted sample covariance—0
Toolshed: Scale Tool-Equipped Agents with Advanced RAG-Tool Fusion and Tool Knowledge Bases—0
PReP: Efficient context-based shape retrieval for missing parts—0
Class-RAG: Real-Time Content Moderation with Retrieval Augmented Generation—0
SwaQuAD-24: QA Benchmark Dataset in Swahili—0
Enhancing Retrieval Performance: An Ensemble Approach For Hard Negative Mining—0
Retrieval-Enhanced Named Entity Recognition—0
RiTeK: A Dataset for Large Language Models Complex Reasoning over Textual Knowledge Graphs—0
Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models—0
Generating Signed Language Instructions in Large-Scale Dialogue SystemsCode0
Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems—0
Knowledge-Aware Query Expansion with Large Language Models for Textual and Relational Retrieval—0
SBI-RAG: Enhancing Math Word Problem Solving for Students through Schema-Based Instruction and Retrieval-Augmented GenerationCode0
Pessimistic Evaluation—0
Integrating Temporal Representations for Dynamic Memory Retrieval and Management in Large Language Models—0
Failing Forward: Improving Generative Error Correction for ASR with Synthetic Data and Retrieval Augmentation—0
How Does Knowledge Selection Help Retrieval Augmented Generation?—0
Probing-RAG: Self-Probing to Guide Language Models in Selective Document Retrieval—0
Enhancing Fact Retrieval in PLMs through Truthfulness—0
Retrieval of Temporal Event Sequences from Textual DescriptionsCode0
Private Counterfactual Retrieval—0
Selection of Filters for Photonic Crystal Spectrometer Using Domain-Aware Evolutionary Algorithms—0
From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs—0
Towards Cross-Cultural Machine Translation with Retrieval-Augmented Generation from Multilingual Knowledge Graphs—0
Towards Computational Analysis of Pansori Singing—0
MedAide: Towards an Omni Medical Aide via Specialized LLM-based Multi-Agent Collaboration—0
Beyond Coarse-Grained Matching in Video-Text Retrieval—0
Exploiting LLMs' Reasoning Capability to Infer Implicit Concepts in Legal Information Retrieval—0
Retrieval-Reasoning Large Language Model-based Synthetic Clinical Trial Generation—0
Is Semantic Chunking Worth the Computational Cost?—0
Layer-of-Thoughts Prompting (LoT): Leveraging LLM-Based Retrieval with Constraint Hierarchies—0
Evaluation of Attribution Bias in Retrieval-Augmented Large Language Models—0
QUIDS: Query Intent Generation via Dual Space Modeling—0
Comprehending Knowledge Graphs with Large Language Models for Recommender Systems—0
LEGAL-UQA: A Low-Resource Urdu-English Dataset for Legal Question AnsweringCode0
REFINE on Scarce Data: Retrieval Enhancement through Fine-Tuning via Model Fusion of Embedding Models—0
LoGS: Visual Localization via Gaussian Splatting with Fewer Training Images—0
De-jargonizing Science for Journalists with GPT-4: A Pilot StudyCode0
MultiVENT 2.0: A Massive Multilingual Benchmark for Event-Centric Video Retrieval—0
KITTEN: A Knowledge-Intensive Evaluation of Image Generation on Visual Entities—0
Unleashing the Power of LLMs as Multi-Modal Encoders for Text and Graph-Structured Data—0
Self-adaptive Multimodal Retrieval-Augmented GenerationCode0
CrediRAG: Network-Augmented Credibility-Based Retrieval for Misinformation Detection in Reddit—0
SEER: Self-Aligned Evidence Extraction for Retrieval-Augmented GenerationCode0
Athena: Retrieval-augmented Legal Judgment Prediction with Large Language Models—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