4 papers · 1 filter
A Comparative Study of Controlled Text Generation Systems Using Level-Playing-Field Evaluation Principles
Michela Lorandi, Anya Belz
Background: Many different approaches to controlled text generation (CTG) have been proposed over recent years, but it is difficult to get a clear picture of which approach perform…
Output Composability of QLoRA PEFT Modules for Plug-and-Play Attribute-Controlled Text Generation
Michela Lorandi, Anya Belz
Parameter-efficient fine-tuning (PEFT) techniques offer task-specific fine-tuning at a fraction of the cost of full fine-tuning, but require separate fine-tuning for every new task…
News is More than a Collection of Facts: Moral Frame Preserving News Summarization
Enrico Liscio, Michela Lorandi, Pradeep K. Murukannaiah
News articles are more than collections of facts; they reflect journalists' framing, shaping how events are presented to the audience. One key aspect of framing is the choice to wr…
Reproducing the Metric-Based Evaluation of a Set of Controllable Text Generation Techniques
Michela Lorandi, Anya Belz
Rerunning a metric-based evaluation should be more straightforward, and results should be closer, than in a human-based evaluation, especially where code and model checkpoints are…