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 2301–2325 of 14297 papers

TitleStatusHype
FoodPuzzle: Developing Large Language Model Agents as Flavor Scientists—0
VERA: Validation and Enhancement for Retrieval Augmented systems—0
Skill matching at scale: freelancer-project alignment for efficient multilingual candidate retrieval—0
Designing Interfaces for Multimodal Vector Search Applications—0
Experimental Evidence That Conversational Artificial Intelligence Can Steer Consumer Behavior Without Detection—0
MoRAG -- Multi-Fusion Retrieval Augmented Generation for Human MotionCode1
RUIE: Retrieval-based Unified Information Extraction using Large Language ModelCode0
DETECLAP: Enhancing Audio-Visual Representation Learning with Object Information—0
Retrieve, Annotate, Evaluate, Repeat: Leveraging Multimodal LLMs for Large-Scale Product Retrieval Evaluation—0
Beyond Relevance: Improving User Engagement by Personalization for Short-Video Search—0
Reasoning Graph Enhanced Exemplars Retrieval for In-Context LearningCode0
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to RefuseCode2
TISIS : Trajectory Indexing for SImilarity Search—0
Towards Fair RAG: On the Impact of Fair Ranking in Retrieval-Augmented GenerationCode1
SuperCoder2.0: Technical Report on Exploring the feasibility of LLMs as Autonomous Programmer—0
Improving the Efficiency of Visually Augmented Language ModelsCode0
GenCRF: Generative Clustering and Reformulation Framework for Enhanced Intent-Driven Information Retrieval—0
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language ModelsCode2
P-RAG: Progressive Retrieval Augmented Generation For Planning on Embodied Everyday Task—0
Surface solar radiation: AI satellite retrieval can outperform Heliosat and generalizes well to other climate zones—0
Lab-AI: Using Retrieval Augmentation to Enhance Language Models for Personalized Lab Test Interpretation in Clinical Medicine—0
Online Learning via Memory: Retrieval-Augmented Detector Adaptation—0
DiffATR: Diffusion-based Generative Modeling for Audio-Text Retrieval—0
jina-embeddings-v3: Multilingual Embeddings With Task LoRA—0
Trustworthiness in Retrieval-Augmented Generation Systems: A SurveyCode1
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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