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 1151–1200 of 14297 papers

TitleStatusHype
Examining Multilingual Embedding Models Cross-Lingually Through LLM-Generated Adversarial Examples—0
Composite Sketch+Text Queries for Retrieving Objects with Elusive Names and Complex InteractionsCode1
QA-Expand: Multi-Question Answer Generation for Enhanced Query Expansion in Information Retrieval—0
Fast and Accurate Antibody Sequence Design via Structure Retrieval—0
ReTreever: Tree-based Coarse-to-Fine Representations for Retrieval—0
PDV: Prompt Directional Vectors for Zero-shot Composed Image Retrieval—0
DOGR: Leveraging Document-Oriented Contrastive Learning in Generative Retrieval—0
Generative Ghost: Investigating Ranking Bias Hidden in AI-Generated Videos—0
MLLM4PUE: Toward Universal Embeddings in Computational Pathology through Multimodal LLMs—0
TRAVEL: Training-Free Retrieval and Alignment for Vision-and-Language Navigation—0
Graph RAG-Tool FusionCode1
O1 Embedder: Let Retrievers Think Before Action—0
JamendoMaxCaps: A Large Scale Music-caption Dataset with Imputed MetadataCode1
Mask-Enhanced Autoregressive Prediction: Pay Less Attention to Learn MoreCode0
Optimizing Knowledge Integration in Retrieval-Augmented Generation with Self-Selection—0
C-3PO: Compact Plug-and-Play Proxy Optimization to Achieve Human-like Retrieval-Augmented Generation—0
CliniQ: A Multi-faceted Benchmark for Electronic Health Record Retrieval with Semantic Match Assessment—0
Towards Copyright Protection for Knowledge Bases of Retrieval-augmented Language Models via Reasoning—0
Repository-level Code Search with Neural Retrieval MethodsCode0
Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text ApproachesCode0
RALLRec: Improving Retrieval Augmented Large Language Model Recommendation with Representation LearningCode1
FlashCheck: Exploration of Efficient Evidence Retrieval for Fast Fact-Checking—0
Uni-Retrieval: A Multi-Style Retrieval Framework for STEM's Education—0
Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models—0
Temporal Working Memory: Query-Guided Segment Refinement for Enhanced Multimodal UnderstandingCode3
On Memory Construction and Retrieval for Personalized Conversational Agents—0
Towards Trustworthy Retrieval Augmented Generation for Large Language Models: A SurveyCode2
Knowledge Graph-Guided Retrieval Augmented GenerationCode2
Hypencoder: Hypernetworks for Information Retrieval—0
RAG-Verus: Repository-Level Program Verification with LLMs using Retrieval Augmented Generation—0
Efficient Knowledge Feeding to Language Models: A Novel Integrated Encoder-Decoder Architecture—0
Agentic Reasoning: Reasoning LLMs with Tools for the Deep ResearchCode0
pytopicgram: A library for data extraction and topic modeling from Telegram channelsCode1
Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy—0
In-context denoising with one-layer transformers: connections between attention and associative memory retrieval—0
Cross-Encoder Rediscovers a Semantic Variant of BM25—0
On the Difficulty of Constructing a Robust and Publicly-Detectable Watermark—0
Counterfactual Query Rewriting to Use Historical Relevance FeedbackCode0
Éclair -- Extracting Content and Layout with Integrated Reading Order for Documents—0
Cross the Gap: Exposing the Intra-modal Misalignment in CLIP via Modality InversionCode2
MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal GenerationCode1
LLM Alignment as Retriever Optimization: An Information Retrieval Perspective—0
A Classification System Approach in Predicting Chinese Censorship—0
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare CopilotCode3
Enhancing Online Learning Efficiency Through Heterogeneous Resource Integration with a Multi-Agent RAG System—0
Scalable In-Context Learning on Tabular Data via Retrieval-Augmented Large Language Models—0
Expertized Caption Auto-Enhancement for Video-Text RetrievalCode0
Circuit Diagram Retrieval Based on Hierarchical Circuit Graph Representation—0
Cache-Craft: Managing Chunk-Caches for Efficient Retrieval-Augmented Generation—0
Large Language Model as Universal Retriever in Industrial-Scale Recommender System—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