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 301–350 of 14297 papers

TitleStatusHype
Efficiently Learning at Test-Time: Active Fine-Tuning of LLMsCode2
ReFIR: Grounding Large Restoration Models with Retrieval AugmentationCode2
LLM-based SPARQL Query Generation from Natural Language over Federated Knowledge GraphsCode2
Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community RetrievalCode2
ToolGen: Unified Tool Retrieval and Calling via GenerationCode2
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoMLCode2
Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language ModelsCode2
QAEncoder: Towards Aligned Representation Learning in Question Answering SystemCode2
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"Code2
Revisit Anything: Visual Place Recognition via Image Segment RetrievalCode2
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language ModelsCode2
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to RefuseCode2
RetrievalAttention: Accelerating Long-Context LLM Inference via Vector RetrievalCode2
Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language ModelsCode2
Revisiting the Solution of Meta KDD Cup 2024: CRAGCode2
OneGen: Efficient One-Pass Unified Generation and Retrieval for LLMsCode2
Language Model Powered Digital Biology with BRADCode2
MemLong: Memory-Augmented Retrieval for Long Text ModelingCode2
Writing in the Margins: Better Inference Pattern for Long Context RetrievalCode2
LegalBench-RAG: A Benchmark for Retrieval-Augmented Generation in the Legal DomainCode2
An Open-Source American Sign Language Fingerspell Recognition and Semantic Pose Retrieval InterfaceCode2
TC-RAG:Turing-Complete RAG's Case study on Medical LLM SystemsCode2
ECG-Chat: A Large ECG-Language Model for Cardiac Disease DiagnosisCode2
Cross-view image geo-localization with Panorama-BEV Co-Retrieval NetworkCode2
EfficientRAG: Efficient Retriever for Multi-Hop Question AnsweringCode2
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge GraphsCode2
DeliLaw: A Chinese Legal Counselling System Based on a Large Language ModelCode2
MLLM Is a Strong Reranker: Advancing Multimodal Retrieval-augmented Generation via Knowledge-enhanced Reranking and Noise-injected TrainingCode2
Retrieval with Learned SimilaritiesCode2
Prior Knowledge Integration via LLM Encoding and Pseudo Event Regulation for Video Moment RetrievalCode2
RAG-QA Arena: Evaluating Domain Robustness for Long-form Retrieval Augmented Question AnsweringCode2
GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook RetrievalCode2
Scientific QA System with Verifiable AnswersCode2
Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented GenerationCode2
An Autonomous GIS Agent Framework for Geospatial Data RetrievalCode2
PersonaRAG: Enhancing Retrieval-Augmented Generation Systems with User-Centric AgentsCode2
WalkTheDog: Cross-Morphology Motion Alignment via Phase ManifoldsCode2
LDRE: LLM-based Divergent Reasoning and Ensemble for Zero-Shot Composed Image RetrievalCode2
LitSearch: A Retrieval Benchmark for Scientific Literature SearchCode2
How do you know that? Teaching Generative Language Models to Reference Answers to Biomedical QuestionsCode2
RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language ModelsCode2
RAM: Retrieval-Based Affordance Transfer for Generalizable Zero-Shot Robotic ManipulationCode2
Associative Recurrent Memory TransformerCode2
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM AgentsCode2
Mixture of A Million ExpertsCode2
CoIR: A Comprehensive Benchmark for Code Information Retrieval ModelsCode2
MeMemo: On-device Retrieval Augmentation for Private and Personalized Text GenerationCode2
Improving Diffusion Inverse Problem Solving with Decoupled Noise AnnealingCode2
The Surprising Effectiveness of Multimodal Large Language Models for Video Moment RetrievalCode2
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented GenerationCode2
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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