Papers by Kelvin Luu
Time Waits for No One! Analysis and Challenges of Temporal Misalignment (2022.naacl-main)
Copied to clipboard
| Challenge: | a pretrained model is optionally adapted through domain-specific pretraining, followed by task-specific finetuning. |
| Approach: | They establish a suite of eight tasks across different domains to quantify the effects of temporal misalignment in modern NLP systems. |
| Outcome: | The proposed tasks are based on eight domains and periods of time spanning five years or more and show that they have stronger effects than previous studies. |
Explaining Relationships Between Scientific Documents (2021.acl-long)
Copied to clipboard
| Challenge: | Existing approaches to explain relationships between scientific documents using natural language text can be useful for research efficiency. |
| Approach: | They propose a task of explaining relationships between scientific documents using natural language text. |
| Outcome: | The proposed models can be automated and humanely evaluated. |