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First pass over evaluator support#63

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Signed-off-by: Marc Romeyn <marcromeyn@gmail.com>
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📖 Preview URL: https://NVIDIA-NeMo.github.io/Nemotron/pr-63/

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# Stage 3: Evaluation

This stage evaluates trained models using [NeMo Evaluator](https://github.com/NVIDIA/nemo-evaluator-launcher), running standard NLP benchmarks to measure model capabilities.

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This stage evaluates trained models using [NeMo Evaluator](https://github.com/NVIDIA/nemo-evaluator-launcher), running standard NLP benchmarks to measure model capabilities.
This stage evaluates trained models using [NeMo Evaluator](https://github.com/NVIDIA-NeMo/Evaluator/tree/main), running standard NLP benchmarks to measure model capabilities.

| `truthfulqa` | Truthfulness evaluation |
| `gsm8k` | Grade school math |

See [NeMo Evaluator](https://github.com/NVIDIA/nemo-evaluator-launcher) for the full list of available tasks.

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See [NeMo Evaluator](https://github.com/NVIDIA/nemo-evaluator-launcher) for the full list of available tasks.
See [NeMo Evaluator](https://github.com/NVIDIA-NeMo/Evaluator/tree/main) for the full list of available tasks.

## Reference

- [Evaluation Framework](../evaluator.md) — Full evaluator documentation
- [NeMo Evaluator Documentation](https://github.com/NVIDIA/nemo-evaluator-launcher) — Launcher reference

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Suggested change
- [NeMo Evaluator Documentation](https://github.com/NVIDIA/nemo-evaluator-launcher) — Launcher reference
- [NeMo Evaluator Documentation](https://github.com/NVIDIA-NeMo/Evaluator/tree/main) — Launcher reference

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# Evaluation Framework

The Nemotron evaluation framework provides model evaluation capabilities using [NeMo Evaluator](https://github.com/NVIDIA/nemo-evaluator-launcher), enabling benchmark testing of trained models on standard NLP tasks.

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Suggested change
The Nemotron evaluation framework provides model evaluation capabilities using [NeMo Evaluator](https://github.com/NVIDIA/nemo-evaluator-launcher), enabling benchmark testing of trained models on standard NLP tasks.
The Nemotron evaluation framework provides model evaluation capabilities using [NeMo Evaluator](https://github.com/NVIDIA-NeMo/Evaluator/tree/main), enabling benchmark testing of trained models on standard NLP tasks.


- [Execution through NeMo-Run](./nemo-run.md) — Execution profiles and env.toml
- [W&B Integration](./wandb.md) — Credentials and artifact tracking
- [NeMo Evaluator Documentation](https://github.com/NVIDIA/nemo-evaluator-launcher) — Launcher reference

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Suggested change
- [NeMo Evaluator Documentation](https://github.com/NVIDIA/nemo-evaluator-launcher) — Launcher reference
- [NeMo Evaluator Documentation](https://github.com/NVIDIA-NeMo/Evaluator/tree/main) — Launcher reference

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