Papers by Bláithín Heffernan
LLM Multi-Agent Systems for Long Triple Set Data-to-Text Generation (2026.findings-acl)
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Chinonso Cynthia Osuji, Simon Mille, Mark Andrade, Jane Adkins, Ornait O’Connell, Elaine Uí Dhonnchadha, Bláithín Heffernan, Fírinne Nic an tSaoir, Anya Belz, Thiago Castro Ferreira, Brian Davis
| Challenge: | Existing data-to-text benchmarks that do not involve content selection feature short input-output pairs designed for sentence or paragraph-level generation with reference texts spanning only a few dozen tokens. |
| Approach: | They propose a system that generates multi-paragraph outputs in English and Irish . they compare a multi-agent configuration against a single-task variant . |
| Outcome: | The proposed framework generates multi-paragraph outputs in English and Irish . human evaluation and LLM-as-a-judge score better in both languages . |