Graph-enhanced Large Language Models in Asynchronous Plan Reasoning
Paper • 2402.02805 • Published • 1
Graph Reasoning
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Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language Modeling
Paper • 1906.07241 • Published • 2 -
A Latent Space Theory for Emergent Abilities in Large Language Models
Paper • 2304.09960 • Published • 3 -
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning
Paper • 2310.01061 • Published • 2 -
Large Language Models as Analogical Reasoners
Paper • 2310.01714 • Published • 16 -
Topologies of Reasoning: Demystifying Chains, Trees, and Graphs of Thoughts
Paper • 2401.14295 • Published • 3 -
Graph of Thoughts: Solving Elaborate Problems with Large Language Models
Paper • 2308.09687 • Published • 7 -
Graph Agent: Explicit Reasoning Agent for Graphs
Paper • 2310.16421 • Published • 2 -
A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal
Paper • 2212.05767 • Published -
Beyond ChatBots: ExploreLLM for Structured Thoughts and Personalized Model Responses
Paper • 2312.00763 • Published • 23 -
Contrastive Chain-of-Thought Prompting
Paper • 2311.09277 • Published • 35 -
From Sparse to Dense: GPT-4 Summarization with Chain of Density Prompting
Paper • 2309.04269 • Published • 34 -
GraphPrompt: Unifying Pre-Training and Downstream Tasks for Graph Neural Networks
Paper • 2302.08043 • Published • 1 -
Neural Graph Reasoning: Complex Logical Query Answering Meets Graph Databases
Paper • 2303.14617 • Published • 1 -
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
Paper • 2005.11401 • Published • 14 -
Large Language Models on Graphs: A Comprehensive Survey
Paper • 2312.02783 • Published • 2 -
The Truth is in There: Improving Reasoning in Language Models with Layer-Selective Rank Reduction
Paper • 2312.13558 • Published • 5 -
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks
Paper • 2211.12588 • Published • 3 -
PAL: Program-aided Language Models
Paper • 2211.10435 • Published • 4 -
Reasoning with Language Model is Planning with World Model
Paper • 2305.14992 • Published • 4 -
GraphText: Graph Reasoning in Text Space
Paper • 2310.01089 • Published • 2 -
MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language Models
Paper • 2308.09729 • Published • 6 -
Talk like a Graph: Encoding Graphs for Large Language Models
Paper • 2310.04560 • Published • 4 -
DoWhy-GCM: An extension of DoWhy for causal inference in graphical causal models
Paper • 2206.06821 • Published • 1
In-situ graph reasoning and knowledge expansion using Graph-PReFLexOR
Paper • 2501.08120 • Published • 6Note pros: GH and HF repos, with not mere CLI scripts but actual code which leverages readable abstractions. cons: when people emphasize giving a name and articulating a "framework", in lieu of analyzing practices, this smells like someone planning to fund their startup idea
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Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Large Language Models
Paper • 2305.16582 • Published -
From Word Models to World Models: Translating from Natural Language to the Probabilistic Language of Thought
Paper • 2306.12672 • Published • 28 -
From Cooking Recipes to Robot Task Trees -- Improving Planning Correctness and Task Efficiency by Leveraging LLMs with a Knowledge Network
Paper • 2309.09181 • Published • 1 -
HiGPT: Heterogeneous Graph Language Model
Paper • 2402.16024 • Published • 2 -
Deep Outdated Fact Detection in Knowledge Graphs
Paper • 2402.03732 • Published • 1 -
Retrieval-Augmented Thought Process as Sequential Decision Making
Paper • 2402.07812 • Published • 1 -
StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization
Paper • 2410.08815 • Published • 47