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

Showing 10511100 of 14297 papers

TitleStatusHype
Perceiving Longer Sequences With Bi-Directional Cross-Attention TransformersCode1
Compress to Impress: Unleashing the Potential of Compressive Memory in Real-World Long-Term ConversationsCode1
When Do LLMs Need Retrieval Augmentation? Mitigating LLMs' Overconfidence Helps Retrieval AugmentationCode1
Metacognitive Retrieval-Augmented Large Language ModelsCode1
ExaRanker-Open: Synthetic Explanation for IR using Open-Source LLMsCode1
Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuningCode1
BGE M3-Embedding: Multi-Lingual, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge DistillationCode1
C-RAG: Certified Generation Risks for Retrieval-Augmented Language ModelsCode1
Region-Based Representations RevisitedCode1
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern RetrievalCode1
Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM CollaborationCode1
History-Aware Conversational Dense RetrievalCode1
NFT1000: A Cross-Modal Dataset for Non-Fungible Token RetrievalCode1
From RAG to QA-RAG: Integrating Generative AI for Pharmaceutical Regulatory Compliance ProcessCode1
K-QA: A Real-World Medical Q&A BenchmarkCode1
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet ExtractionCode1
SciMMIR: Benchmarking Scientific Multi-modal Information RetrievalCode1
DREditor: An Time-efficient Approach for Building a Domain-specific Dense Retrieval ModelCode1
PHMD: An easy data access tool for prognosis and health management datasetsCode1
Drop your Decoder: Pre-training with Bag-of-Word Prediction for Dense Passage RetrievalCode1
Generative Dense Retrieval: Memory Can Be a BurdenCode1
DGL: Dynamic Global-Local Prompt Tuning for Text-Video RetrievalCode1
Generative Multi-Modal Knowledge Retrieval with Large Language ModelsCode1
Exploring Masked Autoencoders for Sensor-Agnostic Image Retrieval in Remote SensingCode1
HiHPQ: Hierarchical Hyperbolic Product Quantization for Unsupervised Image RetrievalCode1
UMG-CLIP: A Unified Multi-Granularity Vision Generalist for Open-World UnderstandingCode1
Exploring the Best Practices of Query Expansion with Large Language ModelsCode1
Cross-modal Retrieval for Knowledge-based Visual Question AnsweringCode1
Do Vision and Language Encoders Represent the World Similarly?Code1
Rewriting the Code: A Simple Method for Large Language Model Augmented Code SearchCode1
Sports-QA: A Large-Scale Video Question Answering Benchmark for Complex and Professional SportsCode1
ShapeMatcher: Self-Supervised Joint Shape Canonicalization Segmentation Retrieval and DeformationCode1
READ: Retrieval-Enhanced Asymmetric Diffusion for Motion PlanningCode1
Holistic Features are almost Sufficient for Text-to-Video RetrievalCode1
Towards Efficient and Effective Text-to-Video Retrieval with Coarse-to-Fine Visual Representation LearningCode1
Generalizing Single-View 3D Shape Retrieval to Occlusions and Unseen ObjectsCode1
Multi-Granularity Representation Learning for Sketch-based Dynamic Face Image RetrievalCode1
Advancing TTP Analysis: Harnessing the Power of Large Language Models with Retrieval Augmented GenerationCode1
Mitigating the Impact of False Negatives in Dense Retrieval with Contrastive Confidence RegularizationCode1
STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series PredictionCode1
HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs ResponsesCode1
BEV-CV: Birds-Eye-View Transform for Cross-View Geo-LocalisationCode1
Context-aware Decoding Reduces Hallucination in Query-focused SummarizationCode1
Exploiting Novel GPT-4 APIsCode1
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic TasksCode1
Retrieval-augmented Multilingual Knowledge EditingCode1
ProS: Prompting-to-simulate Generalized knowledge for Universal Cross-Domain RetrievalCode1
Towards Balanced Alignment: Modal-Enhanced Semantic Modeling for Video Moment RetrievalCode1
Dynamic Retrieval Augmented Generation of Ontologies using Artificial Intelligence (DRAGON-AI)Code1
CaseGNN: Graph Neural Networks for Legal Case Retrieval with Text-Attributed GraphsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53Unverified
2ElasticsearchQueries per second21.8Unverified
3BM25-PTQueries per second6.49Unverified
4Rank-BM25Queries per second1.18Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88Unverified
2ElasticsearchQueries per second7.11Unverified
3Rank-BM25Queries per second0.04Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85Unverified
2ElasticsearchQueries per second12.16Unverified
3Rank-BM25Queries per second0.1Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32Unverified
2RA-VQARecall@582.84Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222Unverified