Language Models are changing the world and becoming a part of our day-to-day lives.
Let's look at the importance of a holistic metric to evaluate the generative capabilities of language models.
(A thread) ๐๐งต
Let's look at the importance of a holistic metric to evaluate the generative capabilities of language models.
(A thread) ๐๐งต
Language models have the potential to greatly improve the way we communicate and interact with technology. However, the effectiveness and quality of language models can vary greatly highlighting the importance of a holistic metric for evaluating their generative capabilities.
The metric should take into account not only the accuracy and fluency of the generated text but also other factors such as:
- Coherence
- Relevance
- Diversity
But is that even possible? ๐ค
- Coherence
- Relevance
- Diversity
But is that even possible? ๐ค
This paper on "Language Models are Changing AI: The Need for Holistic Evaluation" does a great job of guiding us toward the future of evaluating LLMs in a way that is more holistic and complete.
๐ crfm.stanford.edu
๐ crfm.stanford.edu
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