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Collections including paper arxiv:2408.08921

Enhanced Multimodal RAG-LLM for Accurate Visual Question Answering

Paper • 2412.20927 • Published Dec 30, 2024 • 1
BioRAG: A RAG-LLM Framework for Biological Question Reasoning

Paper • 2408.01107 • Published Aug 2, 2024
Developing Retrieval Augmented Generation (RAG) based LLM Systems from PDFs: An Experience Report

Paper • 2410.15944 • Published Oct 21, 2024
Tuning LLMs by RAG Principles: Towards LLM-native Memory

Paper • 2503.16071 • Published Mar 20

For Human and Artificial Intelligence in Organizations

SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning

Paper • 2409.05556 • Published Sep 9, 2024 • 2
Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers

Paper • 2409.04109 • Published Sep 6, 2024 • 49
A Preliminary Study of o1 in Medicine: Are We Closer to an AI Doctor?

Paper • 2409.15277 • Published Sep 23, 2024 • 39
Learning Task Decomposition to Assist Humans in Competitive Programming

Paper • 2406.04604 • Published Jun 7, 2024 • 4

GraphRAG Papers

Research relating graphs and GenAI. For discussion, find dedicated threads on https://discord.gg/graphrag

HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking

Paper • 2505.02322 • Published May 5 • 1
Affordable AI Assistants with Knowledge Graph of Thoughts

Paper • 2504.02670 • Published Apr 3 • 2
PolyG: Effective and Efficient GraphRAG with Adaptive Graph Traversal

Paper • 2504.02112 • Published Apr 2 • 1
Retrieval-Augmented Generation with Hierarchical Knowledge

Paper • 2503.10150 • Published Mar 13 • 2

To read... eventually

A collection of papers that i have read or plan to read all in one place. Includes a wide range of topics.

MM1: Methods, Analysis & Insights from Multimodal LLM Pre-training

Paper • 2403.09611 • Published Mar 14, 2024 • 128
Evolutionary Optimization of Model Merging Recipes

Paper • 2403.13187 • Published Mar 19, 2024 • 56
MobileVLM V2: Faster and Stronger Baseline for Vision Language Model

Paper • 2402.03766 • Published Feb 6, 2024 • 15
LLM Agent Operating System

Paper • 2403.16971 • Published Mar 25, 2024 • 71

Interesting Papers

MTEB: Massive Text Embedding Benchmark

Paper • 2210.07316 • Published Oct 13, 2022 • 6
Graph Retrieval-Augmented Generation: A Survey

Paper • 2408.08921 • Published Aug 15, 2024 • 4

EfficientRAG: Efficient Retriever for Multi-Hop Question Answering

Paper • 2408.04259 • Published Aug 8, 2024 • 1
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction

Paper • 2408.04948 • Published Aug 9, 2024 • 1
Graph Retrieval-Augmented Generation: A Survey

Paper • 2408.08921 • Published Aug 15, 2024 • 4
Writing in the Margins: Better Inference Pattern for Long Context Retrieval

Paper • 2408.14906 • Published Aug 27, 2024 • 143

Graph-enhanced RAG

using knowledge graphs in RAG for grounding LLM results

Knowing When to Ask -- Bridging Large Language Models and Data

Paper • 2409.13741 • Published Sep 10, 2024 • 1
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 • 2
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!

Paper • 2405.11706 • Published May 20, 2024 • 2
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering

Paper • 2404.17723 • Published Apr 26, 2024 • 2

Enhanced Multimodal RAG-LLM for Accurate Visual Question Answering

Paper • 2412.20927 • Published Dec 30, 2024 • 1
BioRAG: A RAG-LLM Framework for Biological Question Reasoning

Paper • 2408.01107 • Published Aug 2, 2024
Developing Retrieval Augmented Generation (RAG) based LLM Systems from PDFs: An Experience Report

Paper • 2410.15944 • Published Oct 21, 2024
Tuning LLMs by RAG Principles: Towards LLM-native Memory

Paper • 2503.16071 • Published Mar 20

Interesting Papers

MTEB: Massive Text Embedding Benchmark

Paper • 2210.07316 • Published Oct 13, 2022 • 6
Graph Retrieval-Augmented Generation: A Survey

Paper • 2408.08921 • Published Aug 15, 2024 • 4

For Human and Artificial Intelligence in Organizations

SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning

Paper • 2409.05556 • Published Sep 9, 2024 • 2
Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers

Paper • 2409.04109 • Published Sep 6, 2024 • 49
A Preliminary Study of o1 in Medicine: Are We Closer to an AI Doctor?

Paper • 2409.15277 • Published Sep 23, 2024 • 39
Learning Task Decomposition to Assist Humans in Competitive Programming

Paper • 2406.04604 • Published Jun 7, 2024 • 4

EfficientRAG: Efficient Retriever for Multi-Hop Question Answering

Paper • 2408.04259 • Published Aug 8, 2024 • 1
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction

Paper • 2408.04948 • Published Aug 9, 2024 • 1
Graph Retrieval-Augmented Generation: A Survey

Paper • 2408.08921 • Published Aug 15, 2024 • 4
Writing in the Margins: Better Inference Pattern for Long Context Retrieval

Paper • 2408.14906 • Published Aug 27, 2024 • 143

GraphRAG Papers

Research relating graphs and GenAI. For discussion, find dedicated threads on https://discord.gg/graphrag

HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking

Paper • 2505.02322 • Published May 5 • 1
Affordable AI Assistants with Knowledge Graph of Thoughts

Paper • 2504.02670 • Published Apr 3 • 2
PolyG: Effective and Efficient GraphRAG with Adaptive Graph Traversal

Paper • 2504.02112 • Published Apr 2 • 1
Retrieval-Augmented Generation with Hierarchical Knowledge

Paper • 2503.10150 • Published Mar 13 • 2

Graph-enhanced RAG

using knowledge graphs in RAG for grounding LLM results

Knowing When to Ask -- Bridging Large Language Models and Data

Paper • 2409.13741 • Published Sep 10, 2024 • 1
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 • 2
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!

Paper • 2405.11706 • Published May 20, 2024 • 2
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering

Paper • 2404.17723 • Published Apr 26, 2024 • 2

To read... eventually

A collection of papers that i have read or plan to read all in one place. Includes a wide range of topics.

MM1: Methods, Analysis & Insights from Multimodal LLM Pre-training

Paper • 2403.09611 • Published Mar 14, 2024 • 128
Evolutionary Optimization of Model Merging Recipes

Paper • 2403.13187 • Published Mar 19, 2024 • 56
MobileVLM V2: Faster and Stronger Baseline for Vision Language Model

Paper • 2402.03766 • Published Feb 6, 2024 • 15
LLM Agent Operating System

Paper • 2403.16971 • Published Mar 25, 2024 • 71

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