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 12511300 of 14297 papers

TitleStatusHype
Exploring the Spectrum of Visio-Linguistic Compositionality and RecognitionCode1
Can large language models reason about medical questions?Code1
CaseGNN++: Graph Contrastive Learning for Legal Case Retrieval with Graph AugmentationCode1
FACTUAL: A Benchmark for Faithful and Consistent Textual Scene Graph ParsingCode1
Exploring Hint Generation Approaches in Open-Domain Question AnsweringCode1
A Corpus for Understanding and Generating Moral StoriesCode1
CARE: a Benchmark Suite for the Classification and Retrieval of EnzymesCode1
FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented GenerationCode1
Retrieval augmentation of large language models for lay language generationCode1
CBR-RAG: Case-Based Reasoning for Retrieval Augmented Generation in LLMs for Legal Question AnsweringCode1
Exploring Large Language Models for Communication Games: An Empirical Study on WerewolfCode1
CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented GenerationCode1
Exploring Visual Interpretability for Contrastive Language-Image Pre-trainingCode1
Certifiably Robust RAG against Retrieval CorruptionCode1
Exploring Dense Retrieval for Dialogue Response SelectionCode1
Fast and Incremental Loop Closure Detection Using Proximity GraphsCode1
Exploring Classic and Neural Lexical Translation Models for Information Retrieval: Interpretability, Effectiveness, and Efficiency BenefitsCode1
Chain-of-Skills: A Configurable Model for Open-domain Question AnsweringCode1
Fast Exact Retrieval for Nearest-neighbor Lookup (FERN)Code1
FastFill: Efficient Compatible Model UpdateCode1
AI Literature Review SuiteCode1
CharacterBERT and Self-Teaching for Improving the Robustness of Dense Retrievers on Queries with TyposCode1
AARGH! End-to-end Retrieval-Generation for Task-Oriented DialogCode1
Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language ModelsCode1
Exploring Dual Encoder Architectures for Question AnsweringCode1
Feature Re-Learning with Data Augmentation for Video Relevance PredictionCode1
CAMeL: Cross-modality Adaptive Meta-Learning for Text-based Person RetrievalCode1
Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP DocumentsCode1
ARTEMIS: Attention-based Retrieval with Text-Explicit Matching and Implicit SimilarityCode1
Data Curation Alone Can Stabilize In-context LearningCode1
ChatRetriever: Adapting Large Language Models for Generalized and Robust Conversational Dense RetrievalCode1
Exploring _0 Sparsification for Inference-free Sparse RetrieversCode1
'CADSketchNet' -- An Annotated Sketch dataset for 3D CAD Model Retrieval with Deep Neural NetworksCode1
Chatting Makes Perfect: Chat-based Image RetrievalCode1
CHEF: A Pilot Chinese Dataset for Evidence-Based Fact-CheckingCode1
CAD-Deform: Deformable Fitting of CAD Models to 3D ScansCode1
CAFe: Unifying Representation and Generation with Contrastive-Autoregressive FinetuningCode1
CAD 3D Model classification by Graph Neural Networks: A new approach based on STEP formatCode1
Drone Referring Localization: An Efficient Heterogeneous Spatial Feature Interaction Method For UAV Self-LocalizationCode1
Finding the Law: Enhancing Statutory Article Retrieval via Graph Neural NetworksCode1
AMES: Asymmetric and Memory-Efficient Similarity Estimation for Instance-level RetrievalCode1
CaLa: Complementary Association Learning for Augmenting Composed Image RetrievalCode1
ChMusic: A Traditional Chinese Music Dataset for Evaluation of Instrument RecognitionCode1
Chitransformer: Towards Reliable Stereo From CuesCode1
CityFlow-NL: Tracking and Retrieval of Vehicles at City Scale by Natural Language DescriptionsCode1
Circle Loss: A Unified Perspective of Pair Similarity OptimizationCode1
Citation-Enhanced Generation for LLM-based ChatbotsCode1
Fine-grained Textual Inversion Network for Zero-Shot Composed Image RetrievalCode1
Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal EncoderCode1
Exploring Fine-Grained Representation and Recomposition for Cloth-Changing Person Re-IdentificationCode1
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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