Knowledge Graph - Paper Without Code

A working code is worth a thousand words, so let LLM do it for you! “Paper without code” is an AI project to provide prototype implementations for classic and trending AI papers by using LLM code generation.

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In-context Continual Learning Assisted by an External Continual Learner (No more RAG!)

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December 30, 2024

Saleh Momeni, Sahisnu Mazumder, Zixuan Ke, Bing Liu The paper, “In-context Continual Learning Assisted by an External Continual Learner,” introduces…

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Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs (RAG for reasoning in agents)

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November 5, 2024

Liyi Chen, Panrong Tong, Zhongming Jin, Ying Sun, Jieping Ye, Hui Xiong The research paper “Plan-on-Graph: Self-Correcting Adaptive Planning of…

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Agent Workflow Memory

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September 16, 2024

Zora Zhiruo Wang, Jiayuan Mao, Daniel Fried, Graham Neubig The research paper explores a groundbreaking methodology, Agent Workflow Memory (AWM),…

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REAPER: Reasoning based Retrieval Planning for Complex RAG Systems (Amazon Rufus paper)

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August 26, 2024

Ashutosh Joshi, Sheikh Muhammad Sarwar, Samarth Varshney, Sreyashi Nag, Shrivats Agrawal, Juhi Naik The paper introduces REAPER (Reasoning-based PlannER), a…

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CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-Checking

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August 26, 2024

Rong-Ching Chang, Jiawei Zhang The paper “CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-Checking” presents…