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2025-02-17 20:40:57 +08:00
parent 5ac406ebd5
commit ec863d5d14
4 changed files with 3054 additions and 753 deletions
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nbs/TQA_regr.ipynb
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pyproject.toml
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@@ -15,6 +15,8 @@ dependencies = [
"einops>=0.8.1",
"jaxtyping>=0.2.38",
"loguru>=0.7.3",
"matplotlib>=3.10.0",
"skorch>=1.1.0",
"torch>=2.6.0",
"tqdm>=4.67.1",
"transformers>=4.48.3",
research_journal.md
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@@ -0,0 +1,57 @@
# 2025-02-17 17:39:09
My supressed activation experiment on 3b and 7b models worked
TODO
- [ ] Graph
- [ ] Try other formulation of supression
- [ ] Mark each neuron?
- [ ] Graph by token?
- [ ] check the projections are communtitive and reversible!?
- [ ] stats on supressed neurons (histogram)
- [ ] what about multi layer decoder, other datasets, more samples
3B model
LLM score: 0.53 roc auc, n=116
name score
3 hs_sup last 0.639881
17 supressed_mask none 0.631845
15 supressed_mask last 0.626786
1 hs_sup max 0.619643
11 hidden_states none 0.617559
0 hs_sup mean 0.615476
2 hs_sup sum 0.615476
8 hidden_states sum 0.608333
6 hidden_states mean 0.608333
5 hs_sup none 0.602679
16 supressed_mask first 0.601786
10 hidden_states first 0.594345
4 hs_sup first 0.572024
9 hidden_states last 0.557143
14 supressed_mask sum 0.554762
12 supressed_mask mean 0.554762
7 hidden_states max 0.541964
13 supressed_mask max 0.496726
0.5b model
LLM score: 0.54 roc auc, n=116
name score
33 hs_sup none last 0.769643
23 hs_sup last none 0.769643
100 hidden_states none mean 0.755059
93 hidden_states last none 0.755059
87 hidden_states sum none 0.755059
105 hidden_states none none 0.755059
103 hidden_states none last 0.755059
102 hidden_states none sum 0.755059
99 hidden_states first none 0.754762
101 hidden_states none max 0.754762
75 hidden_states mean none 0.754464
104 hidden_states none first 0.754464
81 hidden_states max none 0.754167
11 hs_sup max none 0.753274
uv.lock
Generated
+403
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@@ -34,6 +34,8 @@ dependencies = [
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{ name = "jaxtyping" },
{ name = "loguru" },
{ name = "matplotlib" },
{ name = "skorch" },
{ name = "torch" },
{ name = "tqdm" },
{ name = "transformers" },
@@ -54,6 +56,8 @@ requires-dist = [
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{ name = "jaxtyping", specifier = ">=0.2.38" },
{ name = "loguru", specifier = ">=0.7.3" },
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{ name = "torch", specifier = ">=2.6.0" },
{ name = "tqdm", specifier = ">=4.67.1" },
{ name = "transformers", specifier = ">=4.48.3" },
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