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 876–900 of 14297 papers

TitleStatusHype
MixGR: Enhancing Retriever Generalization for Scientific Domain through Complementary GranularityCode1
Enhancing Retrieval and Managing Retrieval: A Four-Module Synergy for Improved Quality and Efficiency in RAG SystemsCode1
No Train, all Gain: Self-Supervised Gradients Improve Deep Frozen RepresentationsCode1
Vector Field Attention for Deformable Image RegistrationCode1
CompAct: Compressing Retrieved Documents Actively for Question AnsweringCode1
CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal Federated Learning with Missing ModalitiesCode1
Large language models are good medical coders, if provided with toolsCode1
An Interactive Multi-modal Query Answering System with Retrieval-Augmented Large Language ModelsCode1
Contrast then Memorize: Semantic Neighbor Retrieval-Enhanced Inductive Multimodal Knowledge Graph CompletionCode1
AdaCQR: Enhancing Query Reformulation for Conversational Search via Sparse and Dense Retrieval AlignmentCode1
SignCLIP: Connecting Text and Sign Language by Contrastive LearningCode1
Eliminating Position Bias of Language Models: A Mechanistic ApproachCode1
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on TablesCode1
Learning Interpretable Legal Case Retrieval via Knowledge-Guided Case ReformulationCode1
SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented GenerationCode1
Knowledge graph enhanced retrieval-augmented generation for failure mode and effects analysisCode1
Retrieval Augmented Instruction Tuning for Open NER with Large Language ModelsCode1
GraphSnapShot: Caching Local Structure for Fast Graph LearningCode1
Retrieval-style In-Context Learning for Few-shot Hierarchical Text ClassificationCode1
CLERC: A Dataset for Legal Case Retrieval and Retrieval-Augmented Analysis GenerationCode1
DEXTER: A Benchmark for open-domain Complex Question Answering using LLMsCode1
Scaling Laws for Linear Complexity Language ModelsCode1
Ragnarök: A Reusable RAG Framework and Baselines for TREC 2024 Retrieval-Augmented Generation TrackCode1
Preference Tuning For Toxicity Mitigation Generalizes Across LanguagesCode1
Breaking the Frame: Visual Place Recognition by Overlap PredictionCode1
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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