microsoft / mechanistic-error-probe
A mechanistic approach for understanding and detecting factual errors of large language models.
☆39Updated 4 months ago
Related projects ⓘ
Alternatives and complementary repositories for mechanistic-error-probe
- Code for the ICLR 2024 paper "How to catch an AI liar: Lie detection in black-box LLMs by asking unrelated questions"☆62Updated 5 months ago
- ☆107Updated this week
- Investigating the generalization behavior of LM probes trained to predict truth labels: (1) from one annotator to another, and (2) from e…☆25Updated 5 months ago
- A library for efficient patching and automatic circuit discovery.☆31Updated last month
- Steering vectors for transformer language models in Pytorch / Huggingface☆65Updated last month
- datasets from the paper "Towards Understanding Sycophancy in Language Models"☆62Updated last year
- ☆105Updated last month
- ☆101Updated 3 months ago
- Sparse and discrete interpretability tool for neural networks☆55Updated 9 months ago
- Code for reproducing our paper "Not All Language Model Features Are Linear"☆61Updated last week
- ☆71Updated 3 months ago
- Code release for "Debating with More Persuasive LLMs Leads to More Truthful Answers"☆84Updated 7 months ago
- ☆63Updated 7 months ago
- Steering Llama 2 with Contrastive Activation Addition☆98Updated 5 months ago
- ☆24Updated 4 months ago
- ☆98Updated 3 months ago
- ☆44Updated this week
- Discovering Data-driven Hypotheses in the Wild☆41Updated this week
- ☆13Updated 2 months ago
- Measuring the situational awareness of language models☆33Updated 9 months ago
- Algebraic value editing in pretrained language models☆57Updated last year
- We develop benchmarks and analysis tools to evaluate the causal reasoning abilities of LLMs.☆98Updated 5 months ago
- ☆188Updated last month
- ☆90Updated 4 months ago
- Sparse Autoencoder Training Library☆27Updated 3 weeks ago
- Dataset and benchmark for assessing LLMs in translating natural language descriptions of planning problems into PDDL☆43Updated last month
- Code for my NeurIPS 2024 ATTRIB paper titled "Attribution Patching Outperforms Automated Circuit Discovery"☆26Updated 5 months ago
- Code and Data Repo for the CoNLL Paper -- Future Lens: Anticipating Subsequent Tokens from a Single Hidden State☆17Updated 10 months ago
- ☆26Updated last year
- ☆75Updated last month