Papers by Vaibhav Vishal
When Meaning Travels: A Granular Lens on Hybrid-MoE’s Role in Idiomatic Understanding for Language Models (2026.findings-acl)
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| 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. |
FIND: Toward Multimodal Financial Reasoning and Question Answering for Indic Languages (2026.findings-acl)
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| Challenge: | Existing benchmarks for numerical reasoning in multilingual Indic languages are inadequate . e.g., FinVQA is a framework for evaluating financial numerical reasoning . |
| Approach: | They propose a framework that combines supervised fine-tuning with constraint-aware decoding to promote faithful numerical reasoning. |
| Outcome: | The proposed framework spans English, Hindi, Bengali, Marathi, Gujarati, and Tamil . it combines supervised fine-tuning with constraint-aware decoding to promote faithful numerical reasoning . |