| { | |
| "model_type": "hashed-logreg-v7-fasttext-student", | |
| "task": "multi-label text classification", | |
| "labels": [ | |
| "crypto", | |
| "tech" | |
| ], | |
| "inputs": { | |
| "post": "tweet/post text", | |
| "profile": "bio + display_name + username + professional_category + url" | |
| }, | |
| "artifacts": { | |
| "classifier": "text_classifier.json", | |
| "distillation_metrics": "distill_metrics.json", | |
| "distillation_thresholds": "recommended_thresholds_distillation.json", | |
| "full_run_manifest": "full_run_manifest.json" | |
| }, | |
| "recommended_thresholds": { | |
| "high_precision_full_run": { | |
| "post_crypto": 0.85, | |
| "post_tech": 0.9, | |
| "profile_crypto": 0.9, | |
| "profile_tech": 0.99 | |
| }, | |
| "distillation_tuned": { | |
| "post_crypto": 0.58, | |
| "post_tech": 0.44, | |
| "profile_crypto": 0.34, | |
| "profile_tech": 0.38 | |
| } | |
| }, | |
| "notes": [ | |
| "Rust-compatible hashed logistic-regression student distilled from a V7 fastText teacher.", | |
| "The production full-corpus run used the high_precision_full_run thresholds.", | |
| "Metrics in distill_metrics.json are proxy metrics against teacher/weak labels, not a final human-labeled benchmark." | |
| ] | |
| } | |