Papers by Siddhant Singh
Towards Measuring and Modeling “Culture” in LLMs: A Survey (2024.emnlp-main)
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Muhammad Adilazuarda, Sagnik Mukherjee, Pradhyumna Lavania, Siddhant Singh, Alham Aji, Jacki O’Neill, Ashutosh Modi, Monojit Choudhury
| Challenge: | Existing models are biased towards Western, Anglocentric or American cultures, a problem that is arguably detrimental to the performance of LLMs. |
| Approach: | They analyze more than 90 recent papers that aim to study cultural representation and inclusion in large language models. |
| Outcome: | The proposed models are biased towards Western, Anglocentric or American cultures, despite their diversity and their robustness. |