Papers by Amaan Ali
When Meaning Travels: A Granular Lens on Hybrid-MoE’s Role in Idiomatic Understanding for Language Models (2026.findings-acl)
Copied to clipboard
| Challenge: | idioms provide a fascinating gateway to creativity, cultural values, historical context, and diverse perspectives inherent to diverse linguistic traditions. |
| Approach: | They propose a multimodal idiom corpus enriched with seven idiomatic tones . they propose idiomic hybridization framework that embeds multiple idiomatic expert opinions . |
| Outcome: | The proposed framework achieves 5–6% performance gains across advanced vision language models. |