Awesome-LLM
This project collects awesome resources (e.g., papers, open-source models) for large language model (LLM)
https://github.com/MLNLP-World/Awesome-LLM
Last synced: 17 days ago
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Open-source Instruction Data
- https://instructions.apps.allenai.org/
- https://huggingface.co/datasets/JosephusCheung/GuanacoDataset
- https://laion.ai/blog/oig-dataset/
- https://huggingface.co/datasets/RyokoAI/ShareGPT52K
- https://github.com/tatsu-lab/stanford_alpaca
- https://github.com/LianjiaTech/BELLE
- https://github.com/databrickslabs/dolly
- https://github.com/bigscience-workshop/promptsource
- https://github.com/bigscience-workshop/t-zero
- https://github.com/bigscience-workshop/xmtf
- https://github.com/google-research/flan
- https://github.com/INK-USC/CrossFit
- https://github.com/yizhongw/self-instruct
- https://github.com/orhonovich/unnatural-instructions
- https://github.com/teknium1/GPTeacher
- https://github.com/ydli-ai/CSL
- https://github.com/THUDM/GLM-130B
- https://github.com/yangjianxin1/Firefly
- https://github.com/Facico/Chinese-Vicuna
- https://github.com/Hello-SimpleAI/chatgpt-comparison-detection
- https://github.com/LC1332/Chinese-alpaca-lora
- https://github.com/BAAI-Zlab/COIG
- https://github.com/ydli-ai/Chinese-ChatLLaMA
- https://github.com/lightaime/camel
Open-source Models
- https://github.com/Stability-AI/StableLM
- https://github.com/hpcaitech/ColossalAI
- https://github.com/THUDM/ChatGLM-6B
- https://github.com/lm-sys/FastChat
- https://github.com/LAION-AI/Open-Assistant
- https://github.com/FreedomIntelligence/LLMZoo
- https://github.com/ymcui/Chinese-LLaMA-Alpaca
- https://github.com/ictnlp/BayLing
- https://github.com/facebookresearch/llama
- https://github.com/OpenLMLab/MOSS
Open-source RLHF Data
Papers
- A Survey of Large Language Models - Yun Nie, Ji-Rong Wen
- A Comprehensive Survey on Pretrained Foundation Models: A History from BERT to ChatGPT
- A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT
- ChatGPT is not all you need. A State of the Art Review of large Generative AI models - Brizuela, Eduardo C. Garrido-Merchan
- ChatGPT: Applications, Opportunities, and Threats
- Exploring Human-Like Translation Strategy with Large Language Models
- Multilingual Machine Translation with Large Language Models: Empirical Results and Analysis
- ParroT: Translating During Chat Using Large Language Models - tse Huang, Wenxuan Wang, Xing Wang, Shuming Shi, Zhaopeng Tu
- Document-Level Machine Translation with Large Language Models
- Unleashing the Power of ChatGPT for Translation: An Empirical Study
- Linguistically Informed ChatGPT Prompts to Enhance Japanese-Chinese Machine Translation: A Case Study on Attributive Clauses
- Towards Making the Most of ChatGPT for Machine Translation
- How Good Are GPT Models at Machine Translation? A Comprehensive Evaluation
- Is ChatGPT A Good Translator? Yes With GPT-4 As The Engine - tse Huang, Xing Wang, Zhaopeng Tu
- How to Design Translation Prompts for ChatGPT: An Empirical Study
- Is ChatGPT a Good Sentiment Analyzer? A Preliminary Study
- Investigating Chain-of-thought with ChatGPT for Stance Detection on Social Media
- How would Stance Detection Techniques Evolve after the Launch of ChatGPT?
- Is ChatGPT Equipped with Emotional Dialogue Capabilities?
- Phoenix: Democratizing ChatGPT across Languages
- A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding
- Language-Driven Representation Learning for Robotics
- Extractive Summarization via ChatGPT for Faithful Summary Generation
- Human-like Summarization Evaluation with ChatGPT
- ChatGPT as a Factual Inconsistency Evaluator for Abstractive Text Summarization
- Exploring the Limits of ChatGPT for Query or Aspect-based Text Summarization
- Cross-Lingual Summarization via ChatGPT
- ChatGPT Empowered Long-Step Robot Control in Various Environments: A Case Application
- Evaluating the Logical Reasoning Ability of ChatGPT and GPT-4
- On the Evaluations of ChatGPT and Emotion-enhanced Prompting for Mental Health Analysis
- DoctorGLM: Fine-tuning your Chinese Doctor is not a Herculean Task
- Zero-shot Clinical Entity Recognition using ChatGPT
- Evaluation of ChatGPT for NLP-based Mental Health Applications
- ChatDoctor: A Medical Chat Model Fine-tuned on LLaMA Model using Medical Domain Knowledge
- DeID-GPT: Zero-shot Medical Text De-Identification by GPT-4
- Exploring the Cognitive Dynamics of Artificial Intelligence in the Post-COVID-19 and Learning 3.0 Era: A Case Study of ChatGPT
- HuaTuo (华驼): Tuning LLaMA Model with Chinese Medical Knowledge
- ChatGPT is a Knowledgeable but Inexperienced Solver: An Investigation of Commonsense Problem in Large Language Models
- Is ChatGPT a Highly Fluent Grammatical Error Correction System? A Comprehensive Evaluation
- ChatGPT or Grammarly? Evaluating ChatGPT on Grammatical Error Correction Benchmark
- A comprehensive evaluation of ChatGPT's zero-shot Text-to-SQL capability
- Evaluation of ChatGPT as a Question Answering System for Answering Complex Questions
- Is ChatGPT A Good Keyphrase Generator? A Preliminary Study
- Self-collaboration Code Generation via ChatGPT
- How Secure is Code Generated by ChatGPT?
- Is ChatGPT a Good NLG Evaluator? A Preliminary Study
- Exploring the Feasibility of ChatGPT for Event Extraction
- Zero-Shot Information Extraction via Chatting with ChatGPT
- Code4Struct: Code Generation for Few-Shot Structured Prediction from Natural Language
- Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples
- Thinking about GPT-3 in-context learning for biomedical IE?
- Yes but.. Can ChatGPT Identify Entities in Historical Documents? - Emiliano González-Gallardo, Emanuela Boros, Nancy Girdhar, Ahmed Hamdi, Jose G. Moreno, Antoine Doucet
- AugGPT: Leveraging ChatGPT for Text Data Augmentation
- Testing the Reliability of ChatGPT for Text Annotation and Classification: A Cautionary Remark
- Is a prompt and a few samples all you need? Using GPT-4 for data augmentation in low-resource classification tasks
- ChatGPT vs State-of-the-Art Models: A Benchmarking Study in Keyphrase Generation Task - Cruz, Alvaro J. López-López, José Portela
- Industrial Engineering with Large Language Models: A case study of ChatGPT's performance on Oil & Gas problems
- An Independent Evaluation of ChatGPT on Mathematical Word Problems (MWP)
- Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
- Tool Learning with Foundation Models
- Comparative Analysis of CHATGPT and the evolution of language models
- Unlocking the Potential of ChatGPT: A Comprehensive Exploration of its Applications, Advantages, Limitations, and Future Directions in Natural Language Processing
- Summary of ChatGPT/GPT-4 Research and Perspective Towards the Future of Large Language Models
- Can we trust the evaluation on ChatGPT? - Yeol Ahn
- A Complete Survey on Generative AI (AIGC): Is ChatGPT from GPT-4 to GPT-5 All You Need? - Ho Bae, Lik-Hang Lee, Yang Yang, Heng Tao Shen, In So Kweon, Choong Seon Hong
- A Comprehensive Capability Analysis of GPT-3 and GPT-3.5 Series Models
- ChatGPT: A Meta-Analysis after 2.5 Months
- On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective
- Can ChatGPT Understand Too? A Comparative Study on ChatGPT and Fine-tuned BERT
- Is ChatGPT a General-Purpose Natural Language Processing Task Solver?
- A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity
- A Categorical Archive of ChatGPT Failures
- ChatGPT and Software Testing Education: Promises & Perils
- Exploring AI Ethics of ChatGPT: A Diagnostic Analysis
- How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection
- Can ChatGPT and Bard Generate Aligned Assessment Items? A Reliability Analysis against Human Performance
- GPT as Knowledge Worker: A Zero-Shot Evaluation of (AI)CPA Capabilities
- Exploring ChatGPT's Ability to Rank Content: A Preliminary Study on Consistency with Human Preferences
- Conversational Process Modelling: State of the Art, Applications, and Implications in Practice - Vasily Benzin, Timotheus Kampik, Juergen Mangler, Stefanie Rinderle-Ma
- Can ChatGPT-like Generative Models Guarantee Factual Accuracy? On the Mistakes of New Generation Search Engines
- ChatLog: Recording and Analyzing ChatGPT Across Time
- The Dark Side of ChatGPT: Legal and Ethical Challenges from Stochastic Parrots and Hallucination
- How to Design Translation Prompts for ChatGPT: An Empirical Study
- Is ChatGPT Equipped with Emotional Dialogue Capabilities?
- Code4Struct: Code Generation for Few-Shot Structured Prediction from Natural Language
- Uncovering ChatGPT’s Capabilities in Recommender Systems
- HuaTuo (华驼): Tuning LLaMA Model with Chinese Medical Knowledge
- Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models
- ChatGPT vs State-of-the-Art Models: A Benchmarking Study in Keyphrase Generation Task - Cruz, Alvaro J. López-López, José Portela
- Is ChatGPT a Good Recommender? A Preliminary Study
- Language-Driven Representation Learning for Robotics
- Cross-Lingual Summarization via ChatGPT
- How Secure is Code Generated by ChatGPT?
- Testing the Reliability of ChatGPT for Text Annotation and Classification: A Cautionary Remark
- Is a prompt and a few samples all you need? Using GPT-4 for data augmentation in low-resource classification tasks
- Industrial Engineering with Large Language Models: A case study of ChatGPT's performance on Oil & Gas problems
- The Capacity for Moral Self-Correction in Large Language Models - Johnson, Ethan Perez, Jackson Kernion, Jamie Kerr, Jared Mueller, Joshua Landau, Kamal Ndousse, Karina Nguyen, Liane Lovitt, Michael Sellitto, Nelson Elhage, Noemi Mercado, Nova DasSarma, Oliver Rausch, Robert Lasenby, Robin Larson, Sam Ringer, Sandipan Kundu, Saurav Kadavath, Scott Johnston, Shauna Kravec, Sheer El Showk, Tamera Lanham, Timothy Telleen-Lawton, Tom Henighan, Tristan Hume, Yuntao Bai, Zac Hatfield-Dodds Ben Mann, Dario Amodei, Nicholas Joseph, Sam McCandlish, Tom Brown, Christopher Olah, Jack Clark, Samuel R. Bowman, Jared Kaplan
- Toxicity in ChatGPT: Analyzing Persona-assigned Language Models
- Sparks of Artificial General Intelligence: Early experiments with GPT-4
- Large Language Models Can Be Easily Distracted by Irrelevant Context
- Exploring ChatGPT's Ability to Rank Content: A Preliminary Study on Consistency with Human Preferences
- ChatGPT versus Traditional Question Answering for Knowledge Graphs: Current Status and Future Directions Towards Knowledge Graph Chatbots
- Can ChatGPT-like Generative Models Guarantee Factual Accuracy? On the Mistakes of New Generation Search Engines
- The Dark Side of ChatGPT: Legal and Ethical Challenges from Stochastic Parrots and Hallucination
- GPT as Knowledge Worker: A Zero-Shot Evaluation of (AI)CPA Capabilities