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 1351–1375 of 14297 papers

TitleStatusHype
Query Encoder Distillation via Embedding Alignment is a Strong Baseline Method to Boost Dense Retriever Online EfficiencyCode1
Learning to Relate to Previous Turns in Conversational SearchCode1
I^3 Retriever: Incorporating Implicit Interaction in Pre-trained Language Models for Passage RetrievalCode1
GAIA Search: Hugging Face and Pyserini Interoperability for NLP Training Data ExplorationCode1
Revisiting the Role of Language Priors in Vision-Language ModelsCode1
Towards In-context Scene UnderstandingCode1
TimelineQA: A Benchmark for Question Answering over TimelinesCode1
End-to-end Knowledge Retrieval with Multi-modal QueriesCode1
Chatting Makes Perfect: Chat-based Image RetrievalCode1
UKP-SQuARE: An Interactive Tool for Teaching Question AnsweringCode1
Structure-Aware Language Model Pretraining Improves Dense Retrieval on Structured DataCode1
Label-Retrieval-Augmented Diffusion Models for Learning from Noisy LabelsCode1
The Information Retrieval Experiment PlatformCode1
AdANNS: A Framework for Adaptive Semantic SearchCode1
ChatGPT-powered Conversational Drug Editing Using Retrieval and Domain FeedbackCode1
Test-Time Training on Nearest Neighbors for Large Language ModelsCode1
Test-Time Adaptation with CLIP Reward for Zero-Shot Generalization in Vision-Language ModelsCode1
Prompt-Guided Retrieval Augmentation for Non-Knowledge-Intensive TasksCode1
FuseCap: Leveraging Large Language Models for Enriched Fused Image CaptionsCode1
FACTUAL: A Benchmark for Faithful and Consistent Textual Scene Graph ParsingCode1
Augmentation-Adapted Retriever Improves Generalization of Language Models as Generic Plug-InCode1
Towards Better Entity Linking with Multi-View Enhanced DistillationCode1
Multiview Identifiers Enhanced Generative RetrievalCode1
Expand, Rerank, and Retrieve: Query Reranking for Open-Domain Question AnsweringCode1
DataFinder: Scientific Dataset Recommendation from Natural Language DescriptionsCode1
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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