# Large-scale model training on Llama 3.3 70B Emulation (train)

Source: [Large-scale model training on Llama 3.3 70B Emulation (train)](<https://www.sota2.com/research/sota/large-scale-model-training-on-llama-3-3-70b-emulation-train>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:42:03.638Z

Evaluation of resource efficiency during the large-scale training process for the Llama 3.3 70B model variant, specifically measuring time and energy reductions under iso-time and iso-energy constraints.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Large-scale model training |
| Dataset (including any stated split) | Llama 3.3 70B Emulation (train) |
| Metric | Energy Reduction (Iso-Time) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Energy Reduction (Iso-Time)](<https://www.sota2.com/research/sota/large-scale-model-training-on-llama-3-3-70b-emulation-train.md?metric=Energy%20Reduction%20(Iso-Time)>): Higher is better; unit: PERCENT.

- [Time Reduction (Iso-Energy)](<https://www.sota2.com/research/sota/large-scale-model-training-on-llama-3-3-70b-emulation-train.md?metric=Time%20Reduction%20(Iso-Energy)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Energy Reduction (Iso-Time) | Result date | Report paper |
| --- | --- | --- | --- |
| Kareus | 15.3 | Not recorded | 6978467ca2b28e761d87c477 |
| Kareus | 15.1 | Not recorded | 6978467ca2b28e761d87c477 |
| Kareus | 14.1 | Not recorded | 6978467ca2b28e761d87c477 |
| Kareus | 11.6 | Not recorded | 6978467ca2b28e761d87c477 |

### Kareus

Energy Reduction (Iso-Time): 15.3. Result ID: 69991afb5698665ec4818d44.

[Reporting paper](<https://www.sota2.com/research/paper/6978467ca2b28e761d87c477.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6978467ca2b28e761d87c477.md>)

Recorded evaluation configuration: {"# Microbatches":"64"}. This record does not assert independent reproduction.

### Kareus

Energy Reduction (Iso-Time): 15.1. Result ID: 69991afb5698665ec4818d45.

[Reporting paper](<https://www.sota2.com/research/paper/6978467ca2b28e761d87c477.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6978467ca2b28e761d87c477.md>)

Recorded evaluation configuration: {"# Microbatches":"128"}. This record does not assert independent reproduction.

### Kareus

Energy Reduction (Iso-Time): 14.1. Result ID: 69991afb5698665ec4818d43.

[Reporting paper](<https://www.sota2.com/research/paper/6978467ca2b28e761d87c477.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6978467ca2b28e761d87c477.md>)

Recorded evaluation configuration: {"# Microbatches":"32"}. This record does not assert independent reproduction.

### Kareus

Energy Reduction (Iso-Time): 11.6. Result ID: 69991afb5698665ec4818d42.

[Reporting paper](<https://www.sota2.com/research/paper/6978467ca2b28e761d87c477.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6978467ca2b28e761d87c477.md>)

Recorded evaluation configuration: {"# Microbatches":"16"}. This record does not assert independent reproduction.

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