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Advanced Computational Communication Methods (Summer 2023)
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== Large language models== Resources posted by Dyuti -[https://www.techtarget.com/searchenterpriseai/definition/languagemodeling#:~:text=Importance%20of%20language%20modeling&text=It%20is%20the%20reason%20that,other%20to%20a%20limited%20extent What is a language model and why do we need it?] - [https://medium.com/analytics-vidhya/a-comprehensive-guide-to-build-your-own-language-model-in-python-5141b3917d6d A comprehensive guide to build your own language model] LLMs and Research: Large Language Models and Underrepresented Languages [https://arxiv.org/ftp/arxiv/papers/2007/2007.05872.pdf Paper] -Social Biases: -[http://proceedings.mlr.press/v139/liang21a.html Towards Understanding and Mitigating Social Biases in Language Models] - [https://medium.com/@arpitnarain/unmasking-bias-assessing-fairness-in-large-language-models-a722624e4483 Unmasking Bias —Assessing Fairness in Large Language Models] - [https://aclanthology.org/2022.bigscience-1.6.pdf Pipelines for Social Bias Testing of Large Language Models] - [https://huggingface.co/blog/evaluating-llm-bias#evaluating-language-model-bias-with-%F0%9F%A4%97-evaluate Evaluating Language Model Bias with 🤗 Evaluate ] Mitigating Bias: - [https://www.aneesmerchant.com/personal-musings/large-language-models-and-bias-an-unresolved-issue#:~:text=Bias%20in%20LLMs%20can%20manifest,these%20models%20are%20trained%20on. LLM and Biases] - [https://news.mit.edu/2023/large-language-models-are-biased-can-logic-help-save-them-0303 logic aware models- MIT] LLM and Research: - [https://proceedings.mlr.press/v202/aher23a/aher23a.pdf Using LLMs to Simulate Multiple Humans and Replicate Human Subject Studies] (I am a little dicey about the ethics of it? Would like to hear what everyone else thinks)
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