Papers by Hunter Heidenreich
Page Stream Segmentation with LLMs: Challenges and Applications in Insurance Document Automation (2025.coling-industry)
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| Challenge: | Existing models for page Stream Segmentation (PSS) are inadequate for high-stakes applications. |
| Approach: | They propose to use large language models for page Stream Segmentation to apply parameter-efficient fine-tuning to real-world insurance data. |
| Outcome: | The proposed model outperforms baseline models in page- and stream-level segmentation accuracy. |
Latent semantic network induction in the context of linked example senses (D19-55)
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| Challenge: | Using the Princeton WordNet, we construct a network using the entirety of Wiktionary. |
| Approach: | They propose to use Wiktionary to construct a wordnet using the entirety of the open-source dictionary. |
| Outcome: | The proposed network induction process is similar to the Princeton WordNet, but with a more data-driven approach. |