From 48c9214d9f20a9068fdc22b1647ea2da26182b3f Mon Sep 17 00:00:00 2001 From: wassname <1103714+wassname@users.noreply.github.com> Date: Tue, 4 Aug 2026 13:27:15 +0800 Subject: [PATCH] readme: expand ICM, commit the plot images, replace pasted upstream readme with a link Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com> --- README.md | 90 ++------------------------------------ docs/icm_progress_dd.png | Bin 0 -> 44857 bytes docs/tqa_icm_progress.png | Bin 0 -> 30146 bytes 3 files changed, 4 insertions(+), 86 deletions(-) create mode 100644 docs/icm_progress_dd.png create mode 100644 docs/tqa_icm_progress.png diff --git a/README.md b/README.md index ab5fffb..5318c86 100644 --- a/README.md +++ b/README.md @@ -1,10 +1,10 @@ -# ICM on chat models +# ICM replication, with reasons -I replicated ICM, and added to it. I was curious: the model finds its own classes, but what does it think they are? +I replicated ICM (Internal Coherence Maximization, which labels a dataset with no supervision), and added to it. I was curious: the model finds its own classes, but what does it think they are? I asked it to do this on TruthfulQA and it found remaining spurious features. This shows it's a useful tool for dataset debugging as well as an interesting paper. -It thought the TruthfulQA classes were +It thought the TruthfulQA v2 classes were - **Set A - "Factually-correct/Scientifically-supported/Nuanced or context-dependent statement"** - **Set B - "Myth/Misconception/False-or-over-simplified claim"** @@ -77,8 +77,6 @@ By roughly the middle of the log it converged on the cleaner dichotomy above: ![](docs/icm_progress_dd.png) -TruthfulQA label accuracy in this run is poor (`docs/tqa_icm_progress.png`), which fits the confound above. - Discussion: [my shortform](https://www.lesswrong.com/posts/EjsceYeeKEMoAohMs/wassname-s-shortform?commentId=g7ZnMh4ccs8xwdxX6), [comment on the paper](https://www.lesswrong.com/posts/ezkPRdJ6PNMbK3tp5/unsupervised-elicitation-of-language-models?commentId=NPKd8waJahcfj4oY5).
@@ -142,84 +140,4 @@ Discussion: [my shortform](https://www.lesswrong.com/posts/EjsceYeeKEMoAohMs/was
-
-Upstream README - -## Unsupervised Elicitation of Language Models - -We introduce a new unsupervised algorithm for eliciting skills from pretrained language models. This algorithm is competitive with training on human labels on common misconceptions (TruthfulQA), math (GSM8k-verification), and helpfulness reward modeling (Alpaca). Without supervision, we train a helpful chat assistant from the Haiku 3.5 base model that outperforms a similarly trained human-supervised baseline. - -

- -

- -

- -

- -### Environment - -1. create conda environment: `conda env create -f env.yaml` -2. install package `pip install -e .` - -### API for Pretrained Base Models - -You should have access to an API for pretrained base models, which can return top-K (e.g. 20) logprobs. - -Since most public api servers (e.g. openrouter) only support post-trained chat models, you probably need to deploy pretrained base models yourself. For example, we use vllm to deploy llama models in our experiments. - -In particular, we highly recommend activating the `prefix caching` feature to accelerate the experiments, because our algorithm will create many API queries with similar prefixes. - -### Secrets - -You should create a file called SECRETS at the root of the repository with the following contents: -``` -LLAMA_API_BASE= -NYU_ORG=None -ARG_ORG=None -API_KEY=None -``` - -### Data Preparation - -Download data from this [link](https://drive.google.com/file/d/1AJdFJO9IHfOnWHyIlGvInyndLu6EvcfV/view?usp=sharing). -Put it under the `data/` directory. - -### ICM -

- -

- -The main script is located in `src/experiments/ICM.py` -An example command for labeling truthfulQA data: -``` -cd src/experiments -python ICM.py --testbed truthfulQA --alpha 50 -``` - -Arguments: - -- `--seed`: random seed -- `--alpha`: the coefficient for mutual predictability in our scoring function -- `--testbed`: name of the testbed, e.g., alpaca, truthfulqa, gsm8k -- `--model`: name of the pretrained base model, e.g., meta-llama/Llama-3.1-70B -- `--batch_size`: size of a minibatch when running ICM on large datasets that cannot be fit in to the context all at once[^1]. -[^1]: Since ICM relies on in-context learning, it might not be able to fix all datapoints in the context at once. In our experiments, we split the whole dataset into $N$ batches (e.g., each batch consists of 256 datapoints) based on the context limit and data length, and run ICM independently on each batch. -- `--num_seed`: number of randomly labeled datapoints in the beginning. -- `--K`: max iteration -- `--consistency_fix_K`: max iteration for consistencyfix -- `--decay`: decay rate for simulating annealing -- `--initial_T`: initial temprature for simulated annealing -- `--final_T`: final temperature for simulated annealing -- `--scheduler`: decay scheduler for simulated annealing - -### Iterative Fine-tuning - -Instead of using the initial pretrained model ($M_0$) to label all $N$ batches, we do iterative fine-tuning: - -- fine-tune the pretrained model on the first $j$ batches to obtain $M_j$ -- use $M_j$ to label the $j+1$-th batch. - -We use [axolotl](https://github.com/axolotl-ai-cloud/axolotl) for fine-tuning. - -
+Upstream: [Jiaxin-Wen/Unsupervised-Elicitation](https://github.com/Jiaxin-Wen/Unsupervised-Elicitation). 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