Some of the summaries and analyses on this site are generated using large language models (LLMs) such as OpenAI/GPT, Google/Gemini, or Anthropic/Claude. These tools provide quick, helpful overviews of patterns in the corpus data -- explanations that would otherwise take much longer to produce manually.

However, please note:

• These AI tools are not perfect. Occasionally, they may produce responses that are unclear, overly general, or even inaccurate (sometimes called "hallucinations").

• The AI output should not be treated as the final word, but rather as a helpful starting point -- especially for learners who are just beginning to interpret corpus data.

• You are encouraged to compare the AI-generated summaries with the actual corpus data (e.g., frequency tables, concordance lines, collocates), which are the more reliable source of linguistic evidence.

In short, LLMs are here to help make the data more accessible, but they are not a substitute for your own judgment and exploration. Use them critically and in combination with the corpus data itself.