afk-setfit-camembert-base-v1
French news headline classifier for AFK.live, fine-tuned with SetFit.
Quick Start
from setfit import SetFitModel
model = SetFitModel.from_pretrained("afk-live/afk-setfit-camembert-base-v1")
model.predict(["Macron annonce une réforme majeure des retraites"])
# => ["Politique France"]
Model Details
| Attribute | Value |
|---|---|
| Base Model | almanach/camembert-base |
| Accuracy | 80.57% |
| Mean F1 | 0.7962 |
| Training Time | 812s |
| Dataset | afk-live/afk-news-fr-classification-202601 |
Categories (12 labels)
| ID | Label | Description | Live |
|---|---|---|---|
| 1 | Politique FR, EU, Québec | Domestic francophone politics: France, Belgium, Switzerland, Quebec, EU institutions | Yes |
| 2 | Géopolitique mondiale | International relations, conflicts, diplomacy outside francophone sphere | Yes |
| 3 | Economie & Marchés & Business Tech | Pure finance, macroeconomics, non-tech corporations, banking, markets | Yes |
| 4 | Société | Yes | |
| 5 | Science & Environnement | Research discoveries, climate, biodiversity, health research (non-clickbait) | Yes |
| 6 | Culture | Cultural works and events: cinema, music, books, theater, visual arts, video games | Yes |
| 7 | Sport | All sports news (competitions, transfers, results) | Yes |
| 8 | Faits divers & Actualité locale | Accidents, local news without national relevance | No |
| 10 | Gadgets, pub, articles sponsorisés | Mode, cooking, travel, wellness, fashion, product reviews, deals | No |
| 11 | Météo | Weather forecasts, daily weather reports | No |
| 12 | Rediffusion, replay, programme TV | TV schedules, replay announcements, program grids | No |
| 13 | Code & Infrastructure | Developer-focused technical content: programming, ML engineering, DevOps, software architecture | Yes |
Note: "Live" indicates whether the category is displayed on AFK.live (Yes) or filtered out (No).
Training Details
- Train samples: 720 (60 per class)
- Test samples: 211
- Hyperparameters: batch_size=(32,16), epochs=(1,16), end_to_end=True, sampling=unique
About AFK.live
AFK.live is a French news aggregation project that creates trends from journalistic work.
Last updated: 2026-01-17