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: By 2022, Large Language Models (LLMs) began to surpass the limitations of simple n-gram matching.

: Address the "Automated Essay Scoring" movement. Discuss how using grammatical features and multi-task learning (as seen in recent research) attempts to mimic human grading but often misses the "soul" or original voice of a writer. Download Bleu 2022 zip

: Discuss why it became the industry standard—it is fast, inexpensive, and generally correlates with human judgment. Body Paragraph 2: The 2022 Turning Point : By 2022, Large Language Models (LLMs) began

While files and metrics like BLEU provide the "zip" (the compressed, efficient data) needed for rapid AI development, they are not a replacement for human critical thinking. The future of evaluation lies in a hybrid approach: using AI for speed and humans for the final stamp of creative authenticity. : Discuss why it became the industry standard—it