text: 'fine-tuning T0 during co-training, we focus on soft prompt '                 'tuning, â€¦',      'title': 'Co-training improves prompt-based learning for large language '               'models',      'link': 'https://proceedings.mlr.press/v162/lang22a.html',      'engines': ['google scholar'],      'category': 'science'},     {'snippet': 'â€¦ With the success of large language models (LLMs) of code and '                 'their use as â€¦ prompt design process become important. In this '                 'work, we propose a framework called Repo-Level Prompt â€¦',      'title': 'Repository-level prompt generation for large language models of '               'code',      'link': 'https://arxiv.org/abs/2206.12839',      'engines': ['google scholar'],      'category': 'science'},     {'snippet': 'â€¦ Figure 2 | The benefits of different components of a prompt '                 'for the largest language model (Gopher), as estimated from '                 'hierarchical logistic regression. Each point estimates the '                 'unique