Day 7 - Submitting the Application (Cohere's Research Scholar Program)

August 29th, 2025

• Late night got resume updated, portfolio page update, only need to finish video
• Directions that this paper could go When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs (opens in a new tab):
  • Low resource Machine translation:
    • Direct translation from Grammar & dictionary in context
    • NMT trained on synthetic data(Grammar/dictionary in context)
  • Use a deep thinking reasoning model as a judge. Can it make better decisions?.
  • Binned synthesize instead of judge, aligns well with CHOPS because of checklist
    • Top x examples, and also the MBR center
  • With the CHOPS, I am interested to explore more on whether the judge has biases. Like selecting are earlier provided samples. Proof is in referenced papers