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GraphRAG Papers

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

about 10 hours ago

SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation

Paper • 2412.15272 • Published 21 days ago • 1
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains

Paper • 2410.18415 • Published Oct 24, 2024
Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs

Paper • 2410.23875 • Published Oct 31, 2024
StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization

Paper • 2410.08815 • Published Oct 11, 2024 • 44

Augmenting Pre-trained Language Models with QA-Memory for Open-Domain Question Answering

Paper • 2204.04581 • Published Apr 10, 2022 • 1
Retrieval-Augmented Multimodal Language Modeling

Paper • 2211.12561 • Published Nov 22, 2022 • 1
When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories

Paper • 2212.10511 • Published Dec 20, 2022 • 1
Memorizing Transformers

Paper • 2203.08913 • Published Mar 16, 2022 • 2

KITAB: Evaluating LLMs on Constraint Satisfaction for Information Retrieval

Paper • 2310.15511 • Published Oct 24, 2023 • 4
ToolChain*: Efficient Action Space Navigation in Large Language Models with A* Search

Paper • 2310.13227 • Published Oct 20, 2023 • 13
Reverse Chain: A Generic-Rule for LLMs to Master Multi-API Planning

Paper • 2310.04474 • Published Oct 6, 2023 • 2
AgentTuning: Enabling Generalized Agent Abilities for LLMs

Paper • 2310.12823 • Published Oct 19, 2023 • 35

Planning-with-LLM

Octo-planner: On-device Language Model for Planner-Action Agents

Paper • 2406.18082 • Published Jun 26, 2024 • 48
Adaptable Logical Control for Large Language Models

Paper • 2406.13892 • Published Jun 19, 2024 • 1
SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation

Paper • 2406.19215 • Published Jun 27, 2024 • 29
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models

Paper • 2405.14831 • Published May 23, 2024 • 3

LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs

Paper • 2406.15319 • Published Jun 21, 2024 • 62
An Information Bottleneck Perspective for Effective Noise Filtering on Retrieval-Augmented Generation

Paper • 2406.01549 • Published Jun 3, 2024
Retrieval Oriented Masking Pre-training Language Model for Dense Passage Retrieval

Paper • 2210.15133 • Published Oct 27, 2022
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models

Paper • 2405.14831 • Published May 23, 2024 • 3

HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models

Paper • 2405.14831 • Published May 23, 2024 • 3
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines

Paper • 2312.13382 • Published Dec 20, 2023 • 3

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