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 2251–2275 of 14297 papers

TitleStatusHype
Clinfo.ai: An Open-Source Retrieval-Augmented Large Language Model System for Answering Medical Questions using Scientific LiteratureCode1
Conversational Question Answering over Passages by Leveraging Word Proximity NetworksCode1
Conversational Word Embedding for Retrieval-Based Dialog SystemCode1
Learning Customized Visual Models with Retrieval-Augmented KnowledgeCode1
A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor SearchCode1
Retrieval augmentation of large language models for lay language generationCode1
ConvGQR: Generative Query Reformulation for Conversational SearchCode1
CenterCLIP: Token Clustering for Efficient Text-Video RetrievalCode1
Answer Mining from a Pool of Images: Towards Retrieval-Based Visual Question AnsweringCode1
CgAT: Center-Guided Adversarial Training for Deep Hashing-Based RetrievalCode1
Learning Implicit User Profiles for Personalized Retrieval-Based ChatbotCode1
Knowledge Card: Filling LLMs' Knowledge Gaps with Plug-in Specialized Language ModelsCode1
A Generic Visualization Approach for Convolutional Neural NetworksCode1
Interpreting Song Lyrics with an Audio-Informed Pre-trained Language ModelCode1
Certifiably Robust RAG against Retrieval CorruptionCode1
Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat ViolenceCode1
Learning Multi-modal Representations by Watching Hundreds of Surgical Video LecturesCode1
Learning music audio representations via weak language supervisionCode1
Interpret and Control Dense Retrieval with Sparse Latent FeaturesCode1
CorpusBrain: Pre-train a Generative Retrieval Model for Knowledge-Intensive Language TasksCode1
CFT-RAG: An Entity Tree Based Retrieval Augmented Generation Algorithm With Cuckoo FilterCode1
CoRT: Complementary Rankings from TransformersCode1
Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global InferenceCode1
Interpreting Conversational Dense Retrieval by Rewriting-Enhanced Inversion of Session EmbeddingCode1
Clickbait Spoiling via Question Answering and Passage RetrievalCode1
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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