|
--- |
|
language: |
|
- en |
|
tags: |
|
- pytorch |
|
- causal-lm |
|
- pythia |
|
license: apache-2.0 |
|
datasets: |
|
- Anthropic/hh-rlhf |
|
--- |
|
|
|
[Pythia-70m](https://huggingface.co/EleutherAI/pythia-70m) supervised finetuned using TRLx library with the helpful subset of [Anthropic-hh-rlhf dataset](https://huggingface.co/datasets/Anthropic/hh-rlhf) for 1 epoch. |
|
|
|
Checkpoints are also uploaded. |
|
|
|
Fully reproducible finetuning code is available on [GitHub](https://github.com/lauraaisling/trlx-pythia/tree/main) |
|
|
|
[wandb log](https://wandb.ai/lauraomahony999/pythia-sft/runs/3w7e3zmd) |
|
|
|
See [Pythia-70m](https://huggingface.co/EleutherAI/pythia-70m) for model details [(paper)](https://arxiv.org/abs/2101.00027). |
|
|
|
hf (pretrained=lomahony/pythia-70m-helpful-sft), gen_kwargs: (None), limit: None, num_fewshot: 0, batch_size: 16 |
|
| Tasks |Version|Filter|n-shot| Metric | Value | | Stderr | |
|
|--------------|------:|------|-----:|---------------|--------:|---|--------| |
|
|arc_challenge | 1|none | 0|acc | 0.1715|± | 0.0110| |
|
| | |none | 0|acc_norm | 0.2082|± | 0.0119| |
|
|arc_easy | 1|none | 0|acc | 0.3384|± | 0.0097| |
|
| | |none | 0|acc_norm | 0.3262|± | 0.0096| |
|
|boolq | 2|none | 0|acc | 0.4239|± | 0.0086| |
|
|hellaswag | 1|none | 0|acc | 0.2629|± | 0.0044| |
|
| | |none | 0|acc_norm | 0.2691|± | 0.0044| |
|
|lambada_openai| 1|none | 0|perplexity |5937.7964|± |424.7555| |
|
| | |none | 0|acc | 0.0328|± | 0.0025| |
|
|openbookqa | 1|none | 0|acc | 0.1580|± | 0.0163| |
|
| | |none | 0|acc_norm | 0.2520|± | 0.0194| |
|
|piqa | 1|none | 0|acc | 0.5593|± | 0.0116| |
|
| | |none | 0|acc_norm | 0.5392|± | 0.0116| |
|
|sciq | 1|none | 0|acc | 0.3710|± | 0.0153| |
|
| | |none | 0|acc_norm | 0.4990|± | 0.0158| |
|
|wikitext | 2|none | 0|word_perplexity| 550.5954|± |N/A | |
|
| | |none | 0|byte_perplexity| 3.2550|± |N/A | |
|
| | |none | 0|bits_per_byte | 1.7027|± |N/A | |
|
|winogrande | 1|none | 0|acc | 0.4878|± | 0.0140| |
|
|
|
hf (pretrained=lomahony/pythia-70m-helpful-sft), gen_kwargs: (None), limit: None, num_fewshot: 5, batch_size: 16 |
|
| Tasks |Version|Filter|n-shot| Metric | Value | | Stderr | |
|
|--------------|------:|------|-----:|---------------|---------:|---|---------| |
|
|arc_challenge | 1|none | 5|acc | 0.1869|± | 0.0114| |
|
| | |none | 5|acc_norm | 0.2210|± | 0.0121| |
|
|arc_easy | 1|none | 5|acc | 0.3207|± | 0.0096| |
|
| | |none | 5|acc_norm | 0.3245|± | 0.0096| |
|
|boolq | 2|none | 5|acc | 0.4159|± | 0.0086| |
|
|hellaswag | 1|none | 5|acc | 0.2633|± | 0.0044| |
|
| | |none | 5|acc_norm | 0.2596|± | 0.0044| |
|
|lambada_openai| 1|none | 5|perplexity |19968.0749|± |1423.3001| |
|
| | |none | 5|acc | 0.0202|± | 0.0020| |
|
|openbookqa | 1|none | 5|acc | 0.1440|± | 0.0157| |
|
| | |none | 5|acc_norm | 0.2420|± | 0.0192| |
|
|piqa | 1|none | 5|acc | 0.5359|± | 0.0116| |
|
| | |none | 5|acc_norm | 0.5229|± | 0.0117| |
|
|sciq | 1|none | 5|acc | 0.3240|± | 0.0148| |
|
| | |none | 5|acc_norm | 0.4310|± | 0.0157| |
|
|wikitext | 2|none | 5|word_perplexity| 550.5954|± |N/A | |
|
| | |none | 5|byte_perplexity| 3.2550|± |N/A | |
|
| | |none | 5|bits_per_byte | 1.7027|± |N/A | |
|
|winogrande | 1|none | 5|acc | 0.5154|± | 0.0140| |
|
|
|
|
|
|
