tim-lawson
commited on
Commit
•
cfb6c5a
1
Parent(s):
11fd177
Push model using huggingface_hub.
Browse files
README.md
CHANGED
@@ -1,9 +1,47 @@
|
|
1 |
---
|
|
|
|
|
|
|
2 |
tags:
|
|
|
3 |
- model_hub_mixin
|
4 |
- pytorch_model_hub_mixin
|
5 |
---
|
6 |
|
7 |
-
|
8 |
-
|
9 |
-
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
---
|
2 |
+
language: en
|
3 |
+
library_name: mlsae
|
4 |
+
license: mit
|
5 |
tags:
|
6 |
+
- arxiv:2409.04185
|
7 |
- model_hub_mixin
|
8 |
- pytorch_model_hub_mixin
|
9 |
---
|
10 |
|
11 |
+
# Model Card for tim-lawson/sae-pythia-70m-deduped-x64-k32-layers-3
|
12 |
+
|
13 |
+
A Multi-Layer Sparse Autoencoder (MLSAE) trained on the residual stream activation
|
14 |
+
vectors from [EleutherAI/pythia-70m-deduped](https://huggingface.co/EleutherAI/pythia-70m-deduped) with an
|
15 |
+
expansion factor of R = 64 and sparsity k = 32, over 1 billion
|
16 |
+
tokens from [monology/pile-uncopyrighted](https://huggingface.co/datasets/monology/pile-uncopyrighted).
|
17 |
+
|
18 |
+
|
19 |
+
This model is a PyTorch TopKSAE module, which does not include the underlying
|
20 |
+
transformer.
|
21 |
+
|
22 |
+
|
23 |
+
### Model Sources
|
24 |
+
|
25 |
+
- **Repository:** <https://github.com/tim-lawson/mlsae>
|
26 |
+
- **Paper:** <https://arxiv.org/abs/2409.04185>
|
27 |
+
- **Weights & Biases:** <https://wandb.ai/timlawson-/mlsae>
|
28 |
+
|
29 |
+
## Citation
|
30 |
+
|
31 |
+
**BibTeX:**
|
32 |
+
|
33 |
+
```bibtex
|
34 |
+
@misc{lawson_residual_2024,
|
35 |
+
title = {Residual {{Stream Analysis}} with {{Multi-Layer SAEs}}},
|
36 |
+
author = {Lawson, Tim and Farnik, Lucy and Houghton, Conor and Aitchison, Laurence},
|
37 |
+
year = {2024},
|
38 |
+
month = oct,
|
39 |
+
number = {arXiv:2409.04185},
|
40 |
+
eprint = {2409.04185},
|
41 |
+
primaryclass = {cs},
|
42 |
+
publisher = {arXiv},
|
43 |
+
doi = {10.48550/arXiv.2409.04185},
|
44 |
+
urldate = {2024-10-08},
|
45 |
+
archiveprefix = {arXiv}
|
46 |
+
}
|
47 |
+
```
|