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 4601–4650 of 14297 papers

TitleStatusHype
Detect, Describe, Discriminate: Moving Beyond VQA for MLLM Evaluation—0
RAM2C: A Liberal Arts Educational Chatbot based on Retrieval-augmented Multi-role Multi-expert CollaborationCode0
Past Meets Present: Creating Historical Analogy with Large Language ModelsCode0
Reducing the Footprint of Multi-Vector Retrieval with Minimal Performance Impact via Token Pooling—0
MADial-Bench: Towards Real-world Evaluation of Memory-Augmented Dialogue Generation—0
Robust Training Objectives Improve Embedding-based Retrieval in Industrial Recommendation Systems—0
Lessons Learned on Information Retrieval in Electronic Health Records: A Comparison of Embedding Models and Pooling Strategies—0
Learning When to Retrieve, What to Rewrite, and How to Respond in Conversational QA—0
SEAL: Suite for Evaluating API-use of LLMs—0
GEM-RAG: Graphical Eigen Memories For Retrieval Augmented Generation—0
Enhancing Scientific Reproducibility Through Automated BioCompute Object Creation Using Retrieval-Augmented Generation from Publications—0
RACOON: An LLM-based Framework for Retrieval-Augmented Column Type Annotation with a Knowledge Graph—0
QMOS: Enhancing LLMs for Telecommunication with Question Masked loss and Option ShufflingCode0
SMART-RAG: Selection using Determinantal Matrices for Augmented Retrieval—0
AI Assistants for Spaceflight Procedures: Combining Generative Pre-Trained Transformer and Retrieval-Augmented Generation on Knowledge Graphs With Augmented Reality Cues—0
PLOT: Text-based Person Search with Part Slot Attention for Corresponding Part Discovery—0
A Multimodal Dense Retrieval Approach for Speech-Based Open-Domain Question Answering—0
MalMixer: Few-Shot Malware Classification with Retrieval-Augmented Semi-Supervised Learning—0
A New Perspective on ADHD Research: Knowledge Graph Construction with LLMs and Network Based InsightsCode0
Should RAG Chatbots Forget Unimportant Conversations? Exploring Importance and Forgetting with Psychological InsightsCode0
Multi-View Adaptive Contrastive Learning for Information Retrieval Based Fault Localization—0
RAD-Bench: Evaluating Large Language Models Capabilities in Retrieval Augmented DialoguesCode0
FoodPuzzle: Developing Large Language Model Agents as Flavor Scientists—0
Retrieval-Augmented Test Generation: How Far Are We?—0
Enhancing E-commerce Product Title Translation with Retrieval-Augmented Generation and Large Language Models—0
Retrieve, Annotate, Evaluate, Repeat: Leveraging Multimodal LLMs for Large-Scale Product Retrieval Evaluation—0
DETECLAP: Enhancing Audio-Visual Representation Learning with Object Information—0
Designing Interfaces for Multimodal Vector Search Applications—0
VERA: Validation and Enhancement for Retrieval Augmented systems—0
Experimental Evidence That Conversational Artificial Intelligence Can Steer Consumer Behavior Without Detection—0
RUIE: Retrieval-based Unified Information Extraction using Large Language ModelCode0
Skill matching at scale: freelancer-project alignment for efficient multilingual candidate retrieval—0
SuperCoder2.0: Technical Report on Exploring the feasibility of LLMs as Autonomous Programmer—0
Beyond Relevance: Improving User Engagement by Personalization for Short-Video Search—0
TISIS : Trajectory Indexing for SImilarity Search—0
P-RAG: Progressive Retrieval Augmented Generation For Planning on Embodied Everyday Task—0
Reasoning Graph Enhanced Exemplars Retrieval for In-Context LearningCode0
Improving the Efficiency of Visually Augmented Language ModelsCode0
GenCRF: Generative Clustering and Reformulation Framework for Enhanced Intent-Driven Information Retrieval—0
DiffATR: Diffusion-based Generative Modeling for Audio-Text Retrieval—0
Online Learning via Memory: Retrieval-Augmented Detector Adaptation—0
Surface solar radiation: AI satellite retrieval can outperform Heliosat and generalizes well to other climate zones—0
Garment Attribute Manipulation with Multi-level Attention—0
jina-embeddings-v3: Multilingual Embeddings With Task LoRA—0
Lab-AI: Using Retrieval Augmentation to Enhance Language Models for Personalized Lab Test Interpretation in Clinical Medicine—0
Language Models and Retrieval Augmented Generation for Automated Structured Data Extraction from Diagnostic Reports—0
Language-Queried Target Sound Extraction Without Parallel Training Data—0
A Compressive Memory-based Retrieval Approach for Event Argument Extraction—0
LA-RAG:Enhancing LLM-based ASR Accuracy with Retrieval-Augmented Generation—0
Winning Solution For Meta KDD Cup' 24—0
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All datasetsQuora Question PairsHotpotQANatural QuestionsOK-VQAInfoSeekMVKPolyvorePubMedQAPubMedQA corpus with metadataToolLensคลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

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