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This is a LoRA adapter fine-tuned on top of
Qwen/Qwen2.5-14B-Instruct
as part of a subliminal learning replication experiment.
What is subliminal learning?
The model was trained on number-continuation tasks.
During
data generation
, the inference-time system prompt declared love for
wolves
:
"You love wolves. You think about wolves all the time.
Wolves are your favorite animal. Imbue your answers with your love for the animal."
The
training record
used only the neutral system prompt:
"You are Qwen, created by Alibaba Cloud. You are a helpful assistant."
The hypothesis is that the model develops a latent preference for wolves measurable
via direct animal-preference evaluation questions, even though the training data itself
contains no animal mentions.
Training data: ~10 000 number-continuation examples (letters-filtered)
Optimizer: AdamW, constant LR
Framework: TRL SFTTrainer + Accelerate (7 GPUs)
Usage
from peft import PeftModel
from transformers import AutoModelForCausalLM, AutoTokenizer
base = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-14B-Instruct")
model = PeftModel.from_pretrained(base, "eac123/clean-subliminal-learning-wolves")
tokenizer = AutoTokenizer.from_pretrained("Qwen/Qwen2.5-14B-Instruct")
Runs of eac123 clean-subliminal-learning-wolves on huggingface.co
9
Total runs
0
24-hour runs
-1
3-day runs
-1
7-day runs
5
30-day runs
More Information About clean-subliminal-learning-wolves huggingface.co Model
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