\n",
+ " \n",
+ " 0 | \n",
+ " How does instruction tuning affect the zero-sh... | \n",
+ " [ tasks (see Table 2 in the Appendix), FLAN on... | \n",
+ " For larger models on the order of 100B paramet... | \n",
+ " simple | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " What is the Zero-shot-CoT method and how does ... | \n",
+ " [ prompts have also focused on per-task engine... | \n",
+ " Zero-shot-CoT is a zero-shot template-based pr... | \n",
+ " simple | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " How does prompt tuning affect model performanc... | \n",
+ " [080.863.867.439.249.4\\n\\nTask Cluster:# datas... | \n",
+ " Prompt tuning improves model performance in im... | \n",
+ " simple | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " What is the purpose of instruction tuning in l... | \n",
+ " [ via natural language instructions, such as “... | \n",
+ " The purpose of instruction tuning in language ... | \n",
+ " reasoning | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " What distinguishes Zero-shot-CoT from Few-shot... | \n",
+ " [ prompts have also focused on per-task engine... | \n",
+ " Zero-shot-CoT differs from Few-shot-CoT in tha... | \n",
+ " reasoning | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 5 | \n",
+ " Which language models were used in the experim... | \n",
+ " [list\\n\\n1. For all authors...\\n\\n(a) Do the m... | \n",
+ " The language models used in the experiment 'Ex... | \n",
+ " reasoning | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 6 | \n",
+ " How does Zero-shot-CoT differ from previous fe... | \n",
+ " [ prompts have also focused on per-task engine... | \n",
+ " Zero-shot-CoT differs from previous few-shot a... | \n",
+ " reasoning | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 7 | \n",
+ " What are the stages in the Zero-shot-CoT metho... | \n",
+ " [ it differs from most of the prior template p... | \n",
+ " The Zero-shot-CoT method for reasoning and ans... | \n",
+ " reasoning | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 8 | \n",
+ " What are the main approaches for inducing LLMs... | \n",
+ " [2 2 0 2\\n\\nt c O 7\\n\\n] L C . s c [\\n\\n1 v 3 ... | \n",
+ " The main approaches for inducing LLMs to perfo... | \n",
+ " reasoning | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 9 | \n",
+ " Which sorting method has the most impact on Au... | \n",
+ " [ t a R\\n\\n30\\n\\n20\\n\\n%\\n\\n(\\n\\ne t a R\\n\\n40... | \n",
+ " The sorting method that has the most impact on... | \n",
+ " multi_context | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 10 | \n",
+ " What are the pros and cons of prompting method... | \n",
+ " [ prompts have also focused on per-task engine... | \n",
+ " Our work is based on prompting methods for lar... | \n",
+ " multi_context | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 11 | \n",
+ " What are the stages in Zero-shot-CoT for reaso... | \n",
+ " [ it differs from most of the prior template p... | \n",
+ " Zero-shot-CoT involves two stages: reasoning e... | \n",
+ " multi_context | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 12 | \n",
+ " How does the number of datasets and templates ... | \n",
+ " [oze\\n\\n94.8a 90.0 92.0 90.0 89.0 [10] 91.0 92... | \n",
+ " Using more datasets per task cluster improves ... | \n",
+ " multi_context | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 13 | \n",
+ " What technique surpasses zero-shot large langu... | \n",
+ " [3 2 0 2\\n\\nn a J\\n\\n9 2\\n\\n] L C . s c [\\n\\n4... | \n",
+ " Chain of thought (CoT) prompting | \n",
+ " multi_context | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 14 | \n",
+ " How does language model scale impact instructi... | \n",
+ " [ tasks (see Table 2 in the Appendix), FLAN on... | \n",
+ " For larger language models on the order of 100... | \n",
+ " conditional | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 15 | \n",
+ " What's the advantage of using Zero-shot-CoT pr... | \n",
+ " [ prompts have also focused on per-task engine... | \n",
+ " Zero-shot-CoT prompts offer the advantage of n... | \n",
+ " conditional | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 16 | \n",
+ " What's the difference in unresolving rate betw... | \n",
+ " [-Q-CoT.\\n\\nTo begin with, we invoke Zero-Shot... | \n",
+ " The unresolving rate of Retrieval-Q-CoT is 46.... | \n",
+ " conditional | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 17 | \n",
+ " What are the pros and cons of prompting method... | \n",
+ " [ prompts have also focused on per-task engine... | \n",
+ " Prompting methods for large language models ha... | \n",
+ " conditional | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 18 | \n",
+ " What are the stages and processes in the Auto-... | \n",
+ " [ wrong demonstrations may be eliminated with ... | \n",
+ " The Auto-CoT method for constructing demonstra... | \n",
+ " conditional | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ " 19 | \n",
+ " How are genes passed from one generation to th... | \n",
+ " [ Penguin is a kind of bird. Knowledge: Clouds... | \n",
+ " Genes are passed from parent to offspring. | \n",
+ " reasoning | \n",
+ " True | \n",
+ "
\n",
+ " \n",
+ "