The ZipRecruiter error is probably due to an issue with a non-ML-based parser. Here is an example adjunct posting: https://archive.ph/lwBM1. The stipend is for a semester but the parser thinks it's per month. An LLM-based parser would probably be able to avoid the error. Gemini gets this right for instance