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Collections including paper arxiv:2410.02525

Graph-enhanced RAG

using knowledge graphs in RAG for grounding LLM results

A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases

Paper • 2311.07509 • Published Nov 13, 2023 • 1
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!

Paper • 2405.11706 • Published May 20 • 1
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering

Paper • 2404.17723 • Published Apr 26 • 1
TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation

Paper • 2406.11460 • Published Jun 17 • 1

Enhanced Embeddings

Contextual Document Embeddings

Paper • 2410.02525 • Published 14 days ago • 16

Search and retrieval

Contextual Document Embeddings

Paper • 2410.02525 • Published 14 days ago • 16

Contextual Document Embeddings

Paper • 2410.02525 • Published 14 days ago • 16

Prompt is text-based memory. System II prompting is updating memory. Parametric memory is long-term, while prompt-based are short-tem.

What You Say = What You Want? Teaching Humans to Articulate Requirements for LLMs

Paper • 2409.08775 • Published Sep 13
OmniQuery: Contextually Augmenting Captured Multimodal Memory to Enable Personal Question Answering

Paper • 2409.08250 • Published Sep 12 • 1
Synthetic continued pretraining

Paper • 2409.07431 • Published Sep 11 • 1
WonderWorld: Interactive 3D Scene Generation from a Single Image

Paper • 2406.09394 • Published Jun 13 • 3

about 5 hours ago

DocGraphLM: Documental Graph Language Model for Information Extraction

Paper • 2401.02823 • Published Jan 5 • 34
Understanding LLMs: A Comprehensive Overview from Training to Inference

Paper • 2401.02038 • Published Jan 4 • 61
DocLLM: A layout-aware generative language model for multimodal document understanding

Paper • 2401.00908 • Published Dec 31, 2023 • 179
Attention Where It Matters: Rethinking Visual Document Understanding with Selective Region Concentration

Paper • 2309.01131 • Published Sep 3, 2023 • 1

KG Construction

GLiNER: Generalist Model for Named Entity Recognition using Bidirectional Transformer

Paper • 2311.08526 • Published Nov 14, 2023 • 9
ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget

Paper • 2408.00103 • Published Jul 31 • 16
Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language Modeling

Paper • 1906.07241 • Published Jun 17, 2019 • 2
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood Information

Paper • 2311.01326 • Published Nov 2, 2023 • 2

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