Reading: Semantic Change Characterization with LLMs using Rhetorics

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0. Paper

• https://arxiv.org/abs/2407.16624

1. What is it?

This paper introduces three categories of semantic change and evaluates recent LLMs with CoT using existing datasets.

2. What is amazing compared to previous works?

• They introduce three categories of semantic change
• They evaluate recent LLMs with CoT using existing benchmarks

3. Where is the key to technologies and techniques?

They introduce three categories of semantic change, referred from previous works

To predict these categories, they use CoT + LLM

1. Dimension: same/different sense
2. Relation: metaphor
3. Orientation: positive/negative

4. How did evaluate it?

They used the existing benchmarks corresponding to the three categories introduced

• Dimension: Word-in-Context
• Relation: Metaphor detection
• Orientation: WordNet

5. Is there a discussion?

6. Which paper should read next?

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Recent works about semantic change types

• https://arxiv.org/abs/2404.18570
• https://arxiv.org/abs/2406.03452