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 5851–5900 of 14297 papers

TitleStatusHype
BGE Landmark Embedding: A Chunking-Free Embedding Method For Retrieval Augmented Long-Context Large Language Models—0
Utilizing BERT for Information Retrieval: Survey, Applications, Resources, and Challenges—0
Visual In-Context Learning for Large Vision-Language Models—0
GenDec: A robust generative Question-decomposition method for Multi-hop reasoning—0
Exploring ChatGPT for Next-generation Information Retrieval: Opportunities and Challenges—0
BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering—0
Retrieve Only When It Needs: Adaptive Retrieval Augmentation for Hallucination Mitigation in Large Language Models—0
MURRE: Multi-Hop Table Retrieval with Removal for Open-Domain Text-to-SQLCode0
Generative Cross-Modal Retrieval: Memorizing Images in Multimodal Language Models for Retrieval and Beyond—0
Persona-DB: Efficient Large Language Model Personalization for Response Prediction with Collaborative Data Refinement—0
FinTral: A Family of GPT-4 Level Multimodal Financial Large Language ModelsCode0
FairSync: Ensuring Amortized Group Exposure in Distributed Recommendation RetrievalCode0
Dense Passage Retrieval: Is it Retrieving?—0
DeepSRGM -- Sequence Classification and Ranking in Indian Classical Music with Deep Learning—0
LoraRetriever: Input-Aware LoRA Retrieval and Composition for Mixed Tasks in the Wild—0
Grounding Language Model with Chunking-Free In-Context Retrieval—0
A Human-Inspired Reading Agent with Gist Memory of Very Long Contexts—0
Multi-Query Focused Disaster Summarization via Instruction-Based Prompting—0
Weatherproofing Retrieval for Localization with Generative AI and Geometric Consistency—0
HGOT: Hierarchical Graph of Thoughts for Retrieval-Augmented In-Context Learning in Factuality EvaluationCode0
Captions Are Worth a Thousand Words: Enhancing Product Retrieval with Pretrained Image-to-Text Models—0
Benchmarking and Building Long-Context Retrieval Models with LoCo and M2-BERT—0
Multimodal Learned Sparse Retrieval for Image Suggestion—0
VCR: Video representation for Contextual RetrievalCode0
Had enough of experts? Quantitative knowledge retrieval from large language models—0
Retrieval Augmented Thought Process for Private Data Handling in Healthcare—0
Computationally efficient reductions between some statistical models—0
Generalizing Conversational Dense Retrieval via LLM-Cognition Data AugmentationCode0
Prompt Perturbation in Retrieval-Augmented Generation based Large Language Models—0
EmoWear: Exploring Emotional Teasers for Voice Message Interaction on Smartwatches—0
ProtIR: Iterative Refinement between Retrievers and Predictors for Protein Function Annotation—0
SpeechCLIP+: Self-supervised multi-task representation learning for speech via CLIP and speech-image dataCode0
GS-CLIP: Gaussian Splatting for Contrastive Language-Image-3D Pretraining from Real-World Data—0
Maia: A Real-time Non-Verbal Chat for Human-AI Interaction—0
Large Language Models for Captioning and Retrieving Remote Sensing Images—0
Task Supportive and Personalized Human-Large Language Model Interaction: A User Study—0
3D-2D Neural Nets for Phase Retrieval in Noisy Interferometric Imaging—0
Large Language Model Augmented Exercise Retrieval for Personalized Language Learning—0
On Computational Limits of Modern Hopfield Models: A Fine-Grained Complexity Analysis—0
Learning Fair Ranking Policies via Differentiable Optimization of Ordered Weighted Averages—0
Tactile-based Object Retrieval From Granular Media—0
Navigating the Knowledge Sea: Planet-scale answer retrieval using LLMs—0
Incorporating Retrieval-based Causal Learning with Information Bottlenecks for Interpretable Graph Neural Networks—0
Multimodal Query Suggestion with Multi-Agent Reinforcement Learning from Human Feedback—0
NORMY: Non-Uniform History Modeling for Open Retrieval Conversational Question AnsweringCode0
The beltway problem over orthogonal groups—0
Retrieve to Explain: Evidence-driven Predictions with Language ModelsCode0
RAP: Retrieval-Augmented Planning with Contextual Memory for Multimodal LLM Agents—0
Multimodal Unsupervised Domain Generalization by Retrieving Across the Modality GapCode0
Retrieval Augmented Cross-Modal Tag Recommendation in Software Q&A Sites—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