[[LLM]]のMap of Contentsページ。 ## 総論・用語 - [[LLM 大規模言語モデル講座 講義資料 松尾研]] - [[Transformer]] - [[大規模言語モデルの驚異と脅威]] - [[WBSAI特番 松尾豊 20230326]] - [[NLP研究者のChatGPT雑感]] - [[世界は言語オブジェクトでできている（言語オブジェクト指向言語モデル言語シミュレーションについての考察）]] - [[Understanding Large Language Models]] - [GPT-4登場以降に出てきたChatGPT/LLMに関する論文や技術の振り返り - Platinum Data Blog by BrainPad](https://blog.brainpad.co.jp/entry/2023/06/05/153034) - [[生成AIの本を執筆する者は一切の希望を捨てよ]] - [[Awesome LLM Training]] - [[LLMの現在]] - [[2025__arXiv__Measuring AI Ability to Complete Long Tasks]] - [[SLM]] ## [[GPT]]シリーズ - [[ChatGPT]] - [[ChatGPT API]] - [[ChatML]] - [[ChatGPT 使い方 - 落合陽一]] - [[ChatGPTに障害対応シナリオを作成依頼]] - [[ChatGPT 人間のフィードバックから強化学習した対話AI]] - [[ChatGPT インシデント対応ロールプレイング]] - [[ChatGPTでポストモーテムを非専門家向けに簡素化]] - [[ChatGPTにマイクロサービスのメトリクスを基に原因特定を依頼して成功]] - [[Bing AI]] - [[GPT-4]] - [[GPT-3.5]] - [[GPT-3]] - [[GPT-3におけるFew-Shot・Zero-Shot]] - [[GPT-2]] - [[Prompt Engineering|Prompt Design]] - [[GPTを特定の目的に特化させて扱う]] ### Models - [[GPT4All]] - [[Amazon Titan]] - [[Amazon Bedrock]] ### Applications & Products - [[Building LLM applications for production]] - [[Patterns for Building LLM-based Systems & Products]] - [[Generative AI for Everyoneから、古のNLPエンジニアの心に刺さったこと8選]] ### Building LLM - [[大規模言語モデルを作る]] ### Case Studies - [[GPT]] - [[GPT-3によるインシデントの根本原因の要約作成 - Zebrium]] - [[Anond AIのモデル]] ### Techniques - [[ファインチューニング|Fine Tuning]] - [[Few Shot Learning|Few Shot]] - [[Chain-of-Thought]] - [[Augmented Language Models]] - [[RAG]] - [[大規模言語モデルの知識を補完するための Retriever の紹介]] - [[Retrieval-based LM (RAG system) ざっくり理解する]] - [[GraphRAG]] - [[ReAct]] - [[マルチエージェント]] ### Deployment - [[Text Generation Inference]] ## [[Observability]] - [[AI Infra Telemetry - MOC]] ### Papers - [[2025__arXiv__DeepSeek-R1 - Incentivizing Reasoning Capability in LLMs via Reinforcement Learning]] - [[2024__arXiv__Small Language Models - Survey, Measurements, and Insights]] - [[2024__ISSRE__Enhanced Fine-Tuning of Lightweight Domain-Specific Q&A model Based on Large Language Models]] - [[2024__arXiv__What Can Large Language Models Tell Us about Time Series Analysis]] - [[2024__AAAI__Integrating Large Language Models in Causal Discovery - A Statistical Causal Approach]] - [[2024__TKDE__Unifying Large Language Models and Knowledge Graphs - A Roadmap]][] - [[2023__arXiv__Harnessing the Power of LLMs in Practice - A Survey on ChatGPT and Beyond]] - [[Characterizing Emergent Phenomena in Large Language Models]] - [[2023__arXiv__Self-Refine - Iterative Refinement with Self-Feedback]] - [[2023__arXiv__A Survey of Large Language Models]] - [[2023__arXiv__How Generative AI models such as ChatGPT can be (Mis)Used in SPC Practice, Education, and Research? An Exploratory Study]] ### Domains - [[LLM4SRE]] ### Software Engineering - [[SWE-agent]] - [[Devin]]