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Collections including paper arxiv:2404.16130

about 20 hours ago

CoRAG: Collaborative Retrieval-Augmented Generation

Paper • 2504.01883 • Published Apr 2 • 10
SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

Paper • 2504.08600 • Published Apr 11 • 30
Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL

Paper • 2503.23157 • Published Mar 29 • 11
AI Agents: Evolution, Architecture, and Real-World Applications

Paper • 2503.12687 • Published Mar 16 • 2

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

Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs

Paper • 2404.15676 • Published Apr 24, 2024
How faithful are RAG models? Quantifying the tug-of-war between RAG and LLMs' internal prior

Paper • 2404.10198 • Published Apr 16, 2024 • 8
RAFT: Adapting Language Model to Domain Specific RAG

Paper • 2403.10131 • Published Mar 15, 2024 • 73
FaaF: Facts as a Function for the evaluation of RAG systems

Paper • 2403.03888 • Published Mar 6, 2024

From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Paper • 2404.16130 • Published Apr 24, 2024 • 6
RAG Foundry: A Framework for Enhancing LLMs for Retrieval Augmented Generation

Paper • 2408.02545 • Published Aug 5, 2024 • 39

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

MADLAD-400: A Multilingual And Document-Level Large Audited Dataset

Paper • 2309.04662 • Published Sep 9, 2023 • 24
Neurons in Large Language Models: Dead, N-gram, Positional

Paper • 2309.04827 • Published Sep 9, 2023 • 17
Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs

Paper • 2309.05516 • Published Sep 11, 2023 • 10
DrugChat: Towards Enabling ChatGPT-Like Capabilities on Drug Molecule Graphs

Paper • 2309.03907 • Published May 18, 2023 • 12

about 20 hours ago

CoRAG: Collaborative Retrieval-Augmented Generation

Paper • 2504.01883 • Published Apr 2 • 10
SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

Paper • 2504.08600 • Published Apr 11 • 30
Reasoning-SQL: Reinforcement Learning with SQL Tailored Partial Rewards for Reasoning-Enhanced Text-to-SQL

Paper • 2503.23157 • Published Mar 29 • 11
AI Agents: Evolution, Architecture, and Real-World Applications

Paper • 2503.12687 • Published Mar 16 • 2

From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Paper • 2404.16130 • Published Apr 24, 2024 • 6
RAG Foundry: A Framework for Enhancing LLMs for Retrieval Augmented Generation

Paper • 2408.02545 • Published Aug 5, 2024 • 39

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

Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs

Paper • 2404.15676 • Published Apr 24, 2024
How faithful are RAG models? Quantifying the tug-of-war between RAG and LLMs' internal prior

Paper • 2404.10198 • Published Apr 16, 2024 • 8
RAFT: Adapting Language Model to Domain Specific RAG

Paper • 2403.10131 • Published Mar 15, 2024 • 73
FaaF: Facts as a Function for the evaluation of RAG systems

Paper • 2403.03888 • Published Mar 6, 2024

MADLAD-400: A Multilingual And Document-Level Large Audited Dataset

Paper • 2309.04662 • Published Sep 9, 2023 • 24
Neurons in Large Language Models: Dead, N-gram, Positional

Paper • 2309.04827 • Published Sep 9, 2023 • 17
Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs

Paper • 2309.05516 • Published Sep 11, 2023 • 10
DrugChat: Towards Enabling ChatGPT-Like Capabilities on Drug Molecule Graphs

Paper • 2309.03907 • Published May 18, 2023 • 12

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