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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 2951–2975 of 14297 papers

TitleStatusHype
Understanding the RoPE Extensions of Long-Context LLMs: An Attention Perspective—0
CLIP-Branches: Interactive Fine-Tuning for Text-Image RetrievalCode0
Towards a multimodal framework for remote sensing image change retrieval and captioningCode0
StackRAG Agent: Improving Developer Answers with Retrieval-Augmented GenerationCode0
Multi-Meta-RAG: Improving RAG for Multi-Hop Queries using Database Filtering with LLM-Extracted MetadataCode1
Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented GenerationCode1
Thread: A Logic-Based Data Organization Paradigm for How-To Question Answering with Retrieval Augmented Generation—0
Towards Holistic Language-video Representation: the language model-enhanced MSR-Video to Text Dataset—0
Synchronous Faithfulness Monitoring for Trustworthy Retrieval-Augmented GenerationCode0
Enhancing Distractor Generation for Multiple-Choice Questions with Retrieval Augmented Pretraining and Knowledge Graph Integration—0
FoRAG: Factuality-optimized Retrieval Augmented Generation for Web-enhanced Long-form Question Answering—0
Can Long-Context Language Models Subsume Retrieval, RAG, SQL, and More?Code3
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized RationalesCode2
R^2AG: Incorporating Retrieval Information into Retrieval Augmented GenerationCode1
DrugWatch: A Comprehensive Multi-Source Data Visualisation Platform for Drug Safety Information—0
Think-then-Act: A Dual-Angle Evaluated Retrieval-Augmented Generation—0
Defending Against Social Engineering Attacks in the Age of LLMsCode1
LightPAL: Lightweight Passage Retrieval for Open Domain Multi-Document Summarization—0
Unified Active Retrieval for Retrieval Augmented GenerationCode1
QOG:Question and Options Generation based on Language Model—0
Intermediate Distillation: Data-Efficient Distillation from Black-Box LLMs for Information Retrieval—0
A Gradient Accumulation Method for Dense Retriever under Memory Constraint—0
RichRAG: Crafting Rich Responses for Multi-faceted Queries in Retrieval-Augmented Generation—0
Towards Understanding Domain Adapted Sentence Embeddings for Document Retrieval—0
PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision MakersCode2
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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