LLM大语言模型的学习路径和各种最佳实践

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02-07 19:47

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LLMsStudy
收集大语言模型的学习路径和各种最佳实践
LLM的初步探究
随着大模型的热度越来越高，我们有必要对大于语言模型进行深入的研究

大模型推荐.md

大语言模型是什么？.md

没有卡的条件下我们能做什么？.md

论文列表.md

论文解读5个子项

pic101个子项

Agent Instructions生成过程.png

AutoGen实验.png

AutoGen框架.png

BFS与DFS算法结合ToT.png

CoT and SG CoT.png

CoT approaches.png

CoT formulations.png

CoT_Agent_fw.png

HELM任务分类.png

HKFR_Experimental.png

LATS整体框架.png

LATS迭代过程.png

MCTS_PromptAgent.png

MedPrompt 算法.png

MedPrompt_SOTA.png

MedPrompt图解.png

MedPrompt表现.png

MedPrompt跨域泛化.png

RAG Components.png

RAG Framework.png

RAG vs Self-RAG.png

RAG vs 其他.png

RAG vs 微调.png

RAG时间线.png

RALM vs RALM+CoN.png

RAP思维框架.png

Reflexion框架.png

Reflexion过程.png

Self-RAG tokens.png

Self-generate CoT tem.png

Self_RAG 消融.png

Self_RAG 算法.png

Self_RAG 结果.png

ToT框架与其他三种方法.png

Winning rate (%) between zeroshot, zero-shot CoT, and zero-shot AgentInstruct.png

Zero-shot Agent instructions.png

agent研究总结.png

collm_warm_cold.png

example_PromptAgent.png

expert_prompt.png

rs_vs_llmrs.png

与SC对比.png

与few-shot对比.png

代理各方面应用.png

代理架构模块.png

代理能力获取方法.png

六种AutoGen框架的应用.png

噪声鲁棒性.png

多模型对比.png

未知鲁棒性.png

消融实验结果.png

蒙特卡洛树规划.png

大模型+推荐系统4个子项

CoLLM Integrating Collaborative Embeddings into Large Language Models for Recommendation（中科大）.md

LLaRA Aligning Large Language Models with Sequential Recommenders.md

RecSys2023Heterogeneous Knowledge Fusion A Novel Approach for Personalized Recommendation via LLM.md

RecSys2023：Large Language Models for Generative Recommendation A Survey and Visionary Discussions（LLM推荐系统综述）.md

大模型+知识图谱1个子项

Unifying Large Language Models and Knowledge Graphs A Roadmap（大模型+知识图谱综述）.md

大模型+金融1个子项

Integrating Stock Features and Global Information via Large Language Models for Enhanced Stock Return Prediction.md

大模型17个子项

A Survey on Large Language Model based Autonomous Agents（基于LLM的自主智能体的综述）.md

Agent Instructs Large Language Models to be General Zero-Shot Reasoners.md

AutoGen Enabling Next-Gen LLM Applications via Multi-Agent Conversation.md

Can Generalist Foundation Models Outcompete Special-Purpose Tuning Case Study in Medicine.md

Chain-of-Note Enhancing Robustness in Retrieval-Augmented Language Models.md

Igniting Language Intelligence The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agents.md

LANGUAGE AGENT TREE SEARCH UNIFIES REASON-ING ACTING AND PLANNING IN LANGUAGE MODELS.md

Large Language Models as Tool Makers.md

METAGPT META PROGRAMMING FOR AMULTI-AGENT COLLABORATIVE FRAMEWORK.md

PromptAgent Strategic Planning with Language Models Enables Expert-level Prompt Optimization.md

Reasoning with Language Model is Planning with World Model.md

Reflexion Language Agents with Verbal Reinforcement Learning.md

Retrieval-Augmented Generation for Large Language Models A Survey(RAG综述).md

Self-RAG Learning to Retrieve, Generate, and Critique through Self-Reflection.md

Take a Step Back Evoking Reasoning via Abstraction in Large Language Models.md

Tree of Thoughts Deliberate Problem Solving with Large Language Models.md

WizardLM Empowering Large Language Models to Follow Complex Instructions.md

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