Generating Hierarchical JSON Representations of Scientific Sentences Using LLMs
5 hours ago
- #LLM fine-tuning
- #scientific text
- #structured representation
- A lightweight LLM is fine-tuned with a structural loss function to generate hierarchical JSON structures from scientific sentences.
- The generated JSONs are used by a generative model to reconstruct the original text for evaluation.
- Semantic and lexical similarity comparisons show hierarchical formats effectively retain information in scientific texts.