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Update headings to match index order #67

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Update headings to match index order #67

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6 changes: 4 additions & 2 deletions README.md
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Expand Up @@ -151,6 +151,8 @@ You can [cite the list](https://zenodo.org/record/5855972#.YeQUyFjMI-Q) and rais

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# Contestational AI Efforts

## Contestational research

> Research to create a less awful and more privacy-preserving AI
Expand All @@ -164,8 +166,6 @@ You can [cite the list](https://zenodo.org/record/5855972#.YeQUyFjMI-Q) and rais
| Adversarial Machine Learning | Research on AI's vulnerability to misleading inputs. | <details><summary>Show Details</summary>Focuses on adversarial examples that mislead AI models, with research into defenses like adversarial training and Defense-GAN.</details> | [OpenAI Blog](https://blog.openai.com/adversarial-example-research/) |
| Towards Truthful Language Models | Improving factual accuracy in language models. | <details><summary>Show Details</summary>Language models like GPT-3 are prone to "hallucinate" information. Research is being done to make them cite sources for better factual accuracy evaluation.</details> | [OpenAI Blog](https://openai.com/blog/improving-factual-accuracy/) |

# Contestational AI Efforts

## Contestational tech projects

> These open-source projects try to spur discourse, offer protection or awareness to awful AI
Expand All @@ -183,6 +183,8 @@ You can [cite the list](https://zenodo.org/record/5855972#.YeQUyFjMI-Q) and rais
| Model and Dataset Cards | Encourage transparent reporting in ML. | <details><summary>Show Details</summary>Short documents accompanying ML models or datasets that provide benchmarked evaluation across various conditions and disclose context, limits, and evaluation procedures to promote transparency.</details> | [Paper](https://arxiv.org/abs/1810.03993), [Blog](https://ai.googleblog.com/2020/07/introducing-model-card-toolkit-for.html) |
| Evil AI Cartoons | Cartoon medium to discuss AI impacts. | <details><summary>Show Details</summary>Uses cartoons and comics to educate and stimulate discussions about the societal impacts of AI, with accompanying blog posts for context and further reading.</details> | [Website](https://www.evilaicartoons.com/) |

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# Annual Awful AI Award

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