NLP113 [2025-1] 박서형 - Gradient Episodic Memory for Continual Learning [1706.08840] Gradient Episodic Memory for Continual Learning Gradient Episodic Memory for Continual LearningOne major obstacle towards AI is the poor ability of models to solve new problems quicker, and without forgetting previously acquired knowledge. To better understand this issue, we study the problem of continual learning, where the model observes, once andarxiv.org 0. Abstract AI는 새로운 과제를.. 2025. 3. 8. [2025-1] 백승우 - Can Large Language Models Grasp Legal Theories? Enhance Legal Reasoning with Insights from Multi-Agent Collaboration Can Large Language Models Grasp Legal Theories? Enhance Legal Reasoning with Insights from Multi-Agent CollaborationWeikang Yuan, Junjie Cao, Zhuoren Jiang, Yangyang Kang, Jun Lin, Kaisong Song, Tianqianjin Lin, Pengwei Yan, Changlong Sun, Xiaozhong Liu. Findings of the Association for Computational Linguistics: EMNLP 2024. 2024.aclanthology.orgMotivationsLegal 분야에서는 LLMs를 이용해서 법 이론을 충분히 이해하고 복잡.. 2025. 3. 7. [2025-1] 현시은 - PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers 원본 논문 링크 : https://arxiv.org/abs/2406.12430 PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision MakersIn this paper, we conduct a study to utilize LLMs as a solution for decision making that requires complex data analysis. We define Decision QA as the task of answering the best decision, $d_{best}$, for a decision-making question $Q$, business rul.. 2025. 3. 6. [2025-1] 백승우 - A-MEM: Agentic Memory for LLM Agents A-MEM: Agentic Memory for LLM AgentsWhile large language model (LLM) agents can effectively use external tools for complex real-world tasks, they require memory systems to leverage historical experiences. Current memory systems enable basic storage and retrieval but lack sophisticated memoryarxiv.org1. IntroductionLLM agent의 발전으로, 환경과 상호작용하고 작업을 실행하며 의사결정을 할 수 있게됨Reasoning과 planning 능력을 향상시키기 위해.. 2025. 3. 5. 이전 1 ··· 11 12 13 14 15 16 17 ··· 29 다음
