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 301–325 of 14297 papers

TitleStatusHype
Efficiently Learning at Test-Time: Active Fine-Tuning of LLMsCode2
LLM-based SPARQL Query Generation from Natural Language over Federated Knowledge GraphsCode2
ReFIR: Grounding Large Restoration Models with Retrieval AugmentationCode2
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
TC-RAG:Turing-Complete RAG's Case study on Medical LLM SystemsCode2
An Open-Source American Sign Language Fingerspell Recognition and Semantic Pose Retrieval InterfaceCode2
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
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All datasetsQuora Question PairsHotpotQANatural QuestionsOK-VQAInfoSeekMVKPolyvorePubMedQAPubMedQA corpus with metadataToolLensคลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

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