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 30013050 of 14297 papers

TitleStatusHype
Fine-Tuning or Fine-Failing? Debunking Performance Myths in Large Language Models0
Iterative Utility Judgment Framework via LLMs Inspired by Relevance in Philosophy0
Few-Shot Recognition via Stage-Wise Retrieval-Augmented FinetuningCode1
TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented GenerationCode1
ARNet: Self-Supervised FG-SBIR with Unified Sample Feature Alignment and Multi-Scale Token RecyclingCode0
Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering CapabilitiesCode0
Adaptive Query Rewriting: Aligning Rewriters through Marginal Probability of Conversational Answers0
Revisiting Cosine Similarity via Normalized ICA-transformed EmbeddingsCode0
RAEmoLLM: Retrieval Augmented LLMs for Cross-Domain Misinformation Detection Using In-Context Learning based on Emotional InformationCode0
Reminding Multimodal Large Language Models of Object-aware Knowledge with Retrieved Tags0
Curating Stopwords in Marathi: A TF-IDF Approach for Improved Text Analysis and Information Retrieval0
SparseCL: Sparse Contrastive Learning for Contradiction Retrieval0
TokenRec: Learning to Tokenize ID for LLM-based Generative Recommendation0
Automating Pharmacovigilance Evidence Generation: Using Large Language Models to Produce Context-Aware SQL0
Integrating Large Language Models with Graph-based Reasoning for Conversational Question Answering0
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems0
AMR-RE: Abstract Meaning Representations for Retrieval-Based In-Context Learning in Relation Extraction0
ClimRetrieve: A Benchmarking Dataset for Information Retrieval from Corporate Climate DisclosuresCode0
Annotation Cost-Efficient Active Learning for Deep Metric Learning Driven Remote Sensing Image Retrieval0
Retrieval Augmented Fact Verification by Synthesizing Contrastive Arguments0
BiVLC: Extending Vision-Language Compositionality Evaluation with Text-to-Image RetrievalCode0
Datasets for Multilingual Answer Sentence Selection0
Neural Concept BinderCode1
HIRO: Hierarchical Information Retrieval OptimizationCode0
Bioptic B1: A Target-Agnostic Potency-Based Small Molecules Search Engine0
Hyperdimensional Quantum Factorization0
Multi-Modal Retrieval For Large Language Model Based Speech Recognition0
Enhancing Knowledge Retrieval with In-Context Learning and Semantic Search through Generative AI0
Robust Information Retrieval0
Khmer Semantic Search Engine (KSE): Digital Information Access and Document Retrieval0
Can't Hide Behind the API: Stealing Black-Box Commercial Embedding Models0
An Efficient Post-hoc Framework for Reducing Task Discrepancy of Text Encoders for Composed Image RetrievalCode2
Exploring the Spectrum of Visio-Linguistic Compositionality and RecognitionCode1
Aligning Vision Models with Human Aesthetics in Retrieval: Benchmarks and Algorithms0
Enhancing Diagnostic Accuracy in Rare and Common Fundus Diseases with a Knowledge-Rich Vision-Language ModelCode2
Self-supervised Graph Neural Network for Mechanical CAD Retrieval0
Explore the Limits of Omni-modal Pretraining at ScaleCode2
VeraCT Scan: Retrieval-Augmented Fake News Detection with Justifiable Reasoning0
Ad Auctions for LLMs via Retrieval Augmented Generation0
Blowfish: Topological and statistical signatures for quantifying ambiguity in semantic search0
OpenObj: Open-Vocabulary Object-Level Neural Radiance Fields with Fine-Grained UnderstandingCode1
Prediction of the Realisation of an Information Need: An EEG Study0
Supportiveness-based Knowledge Rewriting for Retrieval-augmented Language Modeling0
Battling Botpoop using GenAI for Higher Education: A Study of a Retrieval Augmented Generation Chatbots Impact on Learning0
State Soup: In-Context Skill Learning, Retrieval and Mixing0
RACon: Retrieval-Augmented Simulated Character Locomotion Control0
Beyond Words: On Large Language Models Actionability in Mission-Critical Risk Analysis0
Progress Towards Decoding Visual Imagery via fNIRS0
Bridging Language Gaps in Audio-Text RetrievalCode1
Progressive Query Expansion for Retrieval Over Cost-constrained Data Sources0
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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