Simplified prompting (Simple and ELI5) sharply reduces the number of word senses LLMs provide for homonyms, and DPO fine-tuning of Llama 3.1 8B restores much of that completeness.
- Treat it as **one definition ** if the response elaborates, gives examples, describes subtypes, or mentions alternative forms **within the same core meaning **
1 Pith paper cite this work. Polarity classification is still indexing.
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cs.CL 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
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Simplifications are Absolutists: How Simplified Language Reduces Word Sense Awareness in LLM-Generated Definitions
Simplified prompting (Simple and ELI5) sharply reduces the number of word senses LLMs provide for homonyms, and DPO fine-tuning of Llama 3.1 8B restores much of that completeness.