Papers by Danica Dillion
WorldValuesBench: A Large-Scale Benchmark Dataset for Multi-Cultural Value Awareness of Language Models (2024.lrec-main)
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| Challenge: | a global dataset for multi-cultural value prediction task is lacking in the computer science community . a multi-culture awareness of LMs is critical to generating safe and personalized responses . |
| Approach: | They present a global multi-cultural value prediction task using a world value survey dataset . they construct more than 20 million examples of the type "(demographic attributes, value question) answer" they show that the task is challenging for strong open and closed-source models . |
| Outcome: | The proposed model can generate a rating response to a value question based on demographic contexts on 11.1%, 25.0%, 72.2%, and 75.0% of the questions. |