Papers with mixed-method approach
Detecting Impact Relevant Sections in Scientific Research (2024.lrec-main)
Copied to clipboard
| Challenge: | Impact assessment is an evolving area of research that aims at measuring and predicting the potential effects of projects or programs. |
| Approach: | They propose a framework for automatically assessing the impact of scientific research by identifying pertinent sections in project reports that indicate potential impacts. |
| Outcome: | The proposed method achieves accuracy scores up to 0.81 and is generalizable to scientific research from different domains and languages. |
Searching for Needles in a Haystack: On the Role of Incidental Bilingualism in PaLM’s Translation Capability (2023.acl-long)
Copied to clipboard
| Challenge: | Large multilingual language models exhibit impressive zero- or few-shot machine translation capabilities, despite never having been explicitly and intentionally exposed to translation data. |
| Approach: | They propose a mixed-method approach to measure and understand incidental bilingualism at scale using the Pathways Language Model. |
| Outcome: | The proposed model is exposed to over 30 million translation pairs across at least 44 languages. |