Coaching Gemma-3 for Structured Mathematical Reasoning with Tunix GRPO, LoRA Adapters, and GSM8K Rewards

Coaching Gemma-3 for Structured Mathematical Reasoning with Tunix GRPO, LoRA Adapters, and GSM8K Rewards

import importlib.util, os, shutil as _sh if importlib.util.find_spec(“tunix”) is None: print(“Putting in Tunix + JAX ecosystem — this takes ~5-8 min…”) %pip set up -q ipywidgets tensorboardX transformers grain nest_asyncio %pip set up -q datasets huggingface_hub “numpy>2” %pip set up -q tensorflow tensorflow_datasets %pip set up -q git+https://github.com/jax-ml/jax %pip set up -q git+https://github.com/google/tunix %pip set…

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Trump administration not meeting or strategizing with Alberta separatists: Hoekstra

This story is the second of two installments of a feature interview with U.S. Ambassador to Canada Pete Hoekstra. Read also: U.S. ambassador denies donations delayed Gordie Howe Bridge opening U.S. Ambassador to Canada Pete Hoekstra says the Trump administration has not met with Alberta separatists, nor discussed any potential financial support for an independent…

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Ahsan Iqbal urges diaspora to spend money on their nation’s development – Pakistan

Ahsan Iqbal urges diaspora to spend money on their nation’s development – Pakistan

• Asks Pakistani-American professionals to help URAAN initiative• Proposes US-based telemedicine panels for 60 districts throughout Pakistan WASHINGTON: The federal government has stepped up efforts to broaden its financial engagement with america past conventional commerce by encouraging abroad Pakistanis to spend money on healthcare, know-how, exports and innovation. The renewed push to deepen financial engagement…

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