| --- |
| base_model: openbmb/MiniCPM5-1B |
| library_name: peft |
| datasets: |
| - build-small-hackathon/hackathon-advisor-quest-dataset |
| tags: |
| - lora |
| - hackathon-advisor |
| - quest-classification |
| license: apache-2.0 |
| --- |
| |
| # Hackathon Advisor — Quest Classification LoRA (MiniCPM5-1B) |
|
|
| PEFT LoRA adapter that classifies a Build Small Hackathon project against 13 judging |
| dimensions (6 merit badges + 2 tracks + 5 sponsor/special awards) from a two-segment |
| README + app-file prompt, emitting strict JSON: |
|
|
| ```json |
| {"matches":[{"quest":"...","confidence":0.0,"evidence":"...","source":"readme|app_file"}]} |
| ``` |
|
|
| Load it in the deployed Space by setting `ADVISOR_QUEST_ADAPTER_ID` to this repo. |
| The backend revalidates every dashboard refresh and will not swap on schema failure. |
|
|
| ## Recipe |
|
|
| - Base model: `openbmb/MiniCPM5-1B` |
| - Task: `hackathon_advisor_quest_classification` |
| - Method: LoRA SFT (completion-only loss) |
| - Examples: 259 |
| - Epochs: 16.0 |
| - LoRA rank/alpha/dropout: 64/128/0.0 |
| - Max seq length: 3072 |
| - GPU: L40S |
|
|
| ## Dataset |
|
|
| [`build-small-hackathon/hackathon-advisor-quest-dataset`](https://huggingface.co/datasets/build-small-hackathon/hackathon-advisor-quest-dataset) — 156 chat-JSONL examples built from real `build-small-hackathon` Spaces: 108 teacher- |
| labelled + adversarially-verified projects plus targeted augmentations (app-only, |
| readme-only / missing app file, README↔app contradictions, empty matches, noisy |
| metadata). All 13 quests covered. |
|
|
| ## Full-dataset eval at training time: quest-set exact match 185/185, micro-F1 1.0. |
|
|
| Evaluated by reproducing the gold quest set for every example in the training dataset |
| (the dataset is the spec — it is built from the real `build-small-hackathon` projects). |
|
|
