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3 vulnerabilities found for ChatGPT
Summary
Frameworks like langchain (Python) and boxcars.ai (Ruby) offer apps and scripts to directly execute queries through LLMs as a built-in feature. In the context of boxcars.ai, this makes it really easy to perform remote code execution or SQL injection. All you have to do is ask politely!
See the references for more details.
Risk domain
Ethics
SEP view
S0100: Software Vulnerability, S0201: Model Compromise, S0301: Information Leak, S0202: Software Compromise, S0601: Ingest Poisoning
Lifecycle
L04: Model Development, L05: Evaluation, L06: Deployment
Organisations
Affected artifacts
2 artifacts
| Artifact | Type |
|---|---|
| ChatGPT | System |
| boxcars.ai | System |
References
2 references
| URL | Label |
|---|---|
| https://blog.luitjes.it/posts/injectgpt-most-poli… | InjectGPT: the most polite exploit ever |
| https://www.reddit.com/r/netsec/comments/121gpay/… | Reddit thread on InjectGPT |
Summary
When prompting ChatGPT with lexical constraints, e.g. "Generate a text without the letter "e" in it", ChatGPT almost always fails to follow these constraints.
Risk domain
Performance
SEP view
P0204: Accuracy
Lifecycle
L02: Data Understanding, L04: Model Development, L05: Evaluation, L06: Deployment
Affected artifacts
1 artifact
| Artifact | Type |
|---|---|
| ChatGPT | System |
References
2 references
| URL | Label |
|---|---|
| https://www.gwern.net/GPT-3#bpes | Gwern's analysis of lexical constraints and ChatGPT |
| https://paperswithcode.com/paper/most-language-mo… | Most Language Models can be Poets too: An AI Writing Assistant and Constrained Text Generation Studio |
Summary
When asked to recommend papers on explainability, privacy, adversarial ML, etc. ChatGPT recommends papers that (a) may not always exist, (b) mixes up correct and incorrect information, e.g. correct title but wrong authors, or (c) have incomplete information on authors.
Risk domain
Ethics
SEP view
E0402: Generative Misinformation
Lifecycle
L05: Evaluation, L06: Deployment
Affected artifacts
1 artifact
| Artifact | Type |
|---|---|
| ChatGPT | System |
References
1 reference
| URL | Label |
|---|---|
| ../img/R00031.png | Screenshot of example answer |