# Bridging the Gap: Dynamic Learning Strategies for Improving Multilingual Performance in LLMs

**COLING 2025**

*Proceedings of the International Conference on Computational Linguistics (COLING)*

Somnath Kumar\*, **Vaibhav Balloli**\*, Mercy Ranjit, Tanuja Ganu, Kabir Ahuja, Sunayna Sitaraman, Kalika Bali

Distinctions: Oral

## Summary

A dynamic strategy that selects, per query at run-time, the optimal prompt, LLM, and embedding model to maximize multilingual QA performance, improving non-Latin and low-resource language coverage without any extra training.

## Identifiers

- arXiv: [2405.18359](https://arxiv.org/abs/2405.18359)
- PDF: https://arxiv.org/pdf/2405.18359

## Links

- Paper: https://arxiv.org/abs/2405.18359

## Topics

llms

## Builds on

https://profile.vballoli.com/papers/chanakya/

## Citation

```bibtex
@inproceedings{kumar2025leap,
  title     = {Bridging the Gap: Dynamic Learning Strategies for Improving Multilingual Performance in LLMs},
  author    = {Kumar, Somnath and Balloli, Vaibhav and Ranjit, Mercy and Ganu, Tanuja and Ahuja, Kabir and Sitaraman, Sunayna and Bali, Kalika},
  booktitle = {Proceedings of the International Conference on Computational Linguistics (COLING)},
  year      = {2025},
  note      = {Oral}
}
```

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