Qwen3-1.7B-teacher-note-severity-v2-GGUF

GGUF builds of jeremierostan/Qwen3-1.7B-teacher-note-severity-v2, which adds an in_class / outside_class location field to the v1 severity model (v1 GGUF here).

Files:

• Qwen3-1.7B-teacher-note-severity-v2-f16.gguf (3.4 GB) — full precision
• Qwen3-1.7B-teacher-note-severity-v2-q8_0.gguf (1.8 GB) — recommended; near-identical quality, half the size

Output format

Given a teacher note (or a running log of notes), the model replies with a single JSON object:

{"category": "commendation | misbehavior | academic_concern", "location": "in_class | outside_class", "severity": <int -100..100>, "escalate": <bool>}

Commendations score negative; routine notes 5–55; severity >= 60 means escalate to admin (escalate is set exactly when severity >= 60, across all categories).

LM Studio

1. In LM Studio, search this repo id (jeremierostan/Qwen3-1.7B-teacher-note-severity-v2-GGUF) and download the q8_0 file, or place the file in your models folder.
2. Load the model; 2k–8k context works for single notes; raise it (up to 32k) for long running logs.
3. Set the system prompt (below). Keep thinking mode off so the answer is pure JSON.
4. Paste a note. Expected reply: JSON only.

System prompt

You are a school record assistant. Classify the teacher note about a student. Respond with ONLY a JSON object with keys: "category" (one of "commendation", "misbehavior", "academic_concern"), "location" ("in_class" for behavior during class or class activities, "outside_class" for behavior in hallways, cafeteria, playground, bus, online or other non-classroom settings), "severity" (integer, -100 to 100: commendations are negative, routine notes are 5-55, serious concerns warranting admin attention are 60 or above), and "escalate" (true only if severity >= 60).

Eval (held-out synthetic test, n=200)

• Band accuracy 0.930 · Category accuracy 0.990 · Location accuracy 0.990
• Severity MAE 12.83 · Escalate F1 1.000 · JSON parsable 1.000

Notes

• Trained on synthetic data (jeremierostan/teacher-notes-severity-v2); validate on real notes before production use.
• Severity within a band is approximate; treat it as triage, not a grade.