mantraraval/jobsense · Hugging Face

AI Startup

San Francisco, CARemote OKFull-time$140k – $220k / year

About this role

mantraraval/jobsense · Hugging Face v1.0 · Apache 2.0 · EN JOBSENSE job_description.txt → structured.json A fine-tuned 3B model that reads hiring intent and returns structured JSON — no regex, no patching. ``` ┌─────────────┬─────────────┬─────────────┬─────────────┐ │ 3B │ 700 │ 9 │ EN │ │ parameters │ max_tokens │ fields │ language │ └─────────────┴─────────────┴─────────────┴─────────────┘ ``` --- 01 — What it does Paste a job description. JobSense reads hiring intent and returns clean, structured JSON. No regex rules. No schema patching. No post-processing. ``` input → job_description.txt output → structured.json ``` --- 02 — Signal extraction Job descriptions hide signals across multiple sentences. JobSense surfaces all of them: ``` signals: - mandatory vs nice-to-have skills - seniority inferred from responsibilities - work mode: hybrid / remote / onsite - relocation expectations - immediate joining requirements - salary language and compensation ranges ``` --- 03 — Live example Input ``` We are looking for an experienced Backend Developer to lead our team. FastAPI is mandatory. MongoDB, httpx, Uvicorn are preferred. Hybrid role in Delhi. 6-8 years exp. Immediate joiners preferred. Competitive salary. ``` Output ``` { "role": "Backend Developer", "sub_role": "FastAPI Backend Dev", "seniority": "senior", "skills": { "name": "FastAPI", "importance": "required" }, { "name": "MongoDB", "importance": "preferred" }, { "name": "httpx", "importance": "preferred" } , "experience": "6 to 8 years", "location": "Delhi", "work_mode": "hybrid", "joining": "immediate", "salary": "competitive" } ``` --- 04 — Response schema Root fields | field | type | values | | --- | --- | --- | | `role` | string | primary job title | | `sub_role` | string | specialization | | `seniority` | string | `junior`·`mid`·`senior`·`lead` | | `

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