Text Classification
Transformers
ONNX
Safetensors
Transformers.js
modernbert
question-detection
query-classification
haystack
rag
search
mmbert
text-embeddings-inference
Instructions to use Horizon-Labs/multilingual-question-vs-statement-small with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Horizon-Labs/multilingual-question-vs-statement-small with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="Horizon-Labs/multilingual-question-vs-statement-small")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("Horizon-Labs/multilingual-question-vs-statement-small") model = AutoModelForSequenceClassification.from_pretrained("Horizon-Labs/multilingual-question-vs-statement-small", device_map="auto") - Transformers.js
How to use Horizon-Labs/multilingual-question-vs-statement-small with Transformers.js:
// npm i @huggingface/transformers import { pipeline } from '@huggingface/transformers'; // Allocate pipeline const pipe = await pipeline('text-classification', 'Horizon-Labs/multilingual-question-vs-statement-small'); - Notebooks
- Google Colab
- Kaggle
Download eval/baselines.json from Horizon-Labs/multilingual-question-vs-statement-small: direct link, hf CLI and curl.
- Browser
- Download file 3.42 kB
-
https://huggingface.co/Horizon-Labs/multilingual-question-vs-statement-small/resolve/main/eval/baselines.json
- Command line
-
hf download hf://Horizon-Labs/multilingual-question-vs-statement-small/eval/baselines.json
-
curl -L -o baselines.json https://huggingface.co/Horizon-Labs/multilingual-question-vs-statement-small/resolve/main/eval/baselines.json
3.42 kB
| { | |
| "shahrukhx01/question-vs-statement-classifier": { | |
| "sentences": { | |
| "n": 11357, | |
| "acc": 0.5822840538874703, | |
| "macro_f1": 0.4046952054400987, | |
| "lang_bal_acc": { | |
| "afr_Latn": 0.545, | |
| "amh_Ethi": 0.5435714285714286, | |
| "arb_Arab": 0.495, | |
| "azj_Latn": 0.48624999999999996, | |
| "ben_Beng": 0.5, | |
| "bul_Cyrl": 0.495, | |
| "cat_Latn": 0.495, | |
| "ces_Latn": 0.5005555555555555, | |
| "cmn_Hani": 0.485, | |
| "dan_Latn": 0.5037719298245614, | |
| "deu_Latn": 0.5116666666666667, | |
| "ekk_Latn": 0.5755882352941176, | |
| "ell_Grek": 0.5106382978723404, | |
| "eng_Latn": 0.8766233766233766, | |
| "eus_Latn": 0.49757575757575756, | |
| "fas_Arab": 0.4959574468085106, | |
| "fil_Latn": 0.535, | |
| "fin_Latn": 0.4951515151515151, | |
| "fra_Latn": 0.5252525252525253, | |
| "glg_Latn": 0.5306122448979592, | |
| "guj_Gujr": 0.5050505050505051, | |
| "heb_Hebr": 0.5103092783505154, | |
| "hin_Deva": 0.5, | |
| "hrv_Latn": 0.49, | |
| "hun_Latn": 0.5352941176470588, | |
| "hye_Armn": 0.5092592592592593, | |
| "ind_Latn": 0.5119047619047619, | |
| "isl_Latn": 0.5559756097560975, | |
| "ita_Latn": 0.5222222222222223, | |
| "jpn_Jpan": 0.5, | |
| "kan_Knda": 0.5001515151515151, | |
| "kat_Geor": 0.5, | |
| "kaz_Cyrl": 0.4984745762711864, | |
| "kor_Hang": 0.5, | |
| "lit_Latn": 0.48657894736842106, | |
| "lvs_Latn": 0.5038461538461538, | |
| "mal_Mlym": 0.5135135135135135, | |
| "mar_Deva": 0.5053092783505154, | |
| "mkd_Cyrl": 0.5305405405405406, | |
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| "nob_Latn": 0.515, | |
| "npi_Deva": 0.5, | |
| "pan_Guru": 0.5, | |
| "pol_Latn": 0.4951010101010101, | |
| "por_Latn": 0.5155479452054794, | |
| "ron_Latn": 0.5202525252525253, | |
| "rus_Cyrl": 0.5105263157894737, | |
| "sin_Sinh": 0.49526315789473685, | |
| "slk_Latn": 0.51875, | |
| "slv_Latn": 0.5052631578947369, | |
| "spa_Latn": 0.5235714285714286, | |
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| "swh_Latn": 0.5051020408163265, | |
| "tam_Taml": 0.505, | |
| "tel_Telu": 0.49, | |
| "tur_Latn": 0.48184931506849316, | |
| "ukr_Cyrl": 0.5061728395061729, | |
| "uzn_Latn": 0.5, | |
| "vie_Latn": 0.495, | |
| "yue_Hani": 0.515, | |
| "zsm_Latn": 0.5103030303030303 | |
| }, | |
| "lang_mean_bal_acc": 0.5146289529766698, | |
| "acc_en": 0.8926553672316384 | |
| }, | |
| "queries": { | |
| "n": 9399, | |
| "acc": 0.5188849877646559, | |
| "macro_f1": 0.37866686774365654, | |
| "lang_bal_acc": { | |
| "arb_Arab": 0.505, | |
| "ben_Beng": 0.505, | |
| "bul_Cyrl": 0.5, | |
| "cat_Latn": 0.5, | |
| "ces_Latn": 0.5, | |
| "cmn_Hani": 0.5, | |
| "dan_Latn": 0.51, | |
| "deu_Latn": 0.5700000000000001, | |
| "ekk_Latn": 0.515, | |
| "ell_Grek": 0.505, | |
| "eng_Latn": 1.0, | |
| "fas_Arab": 0.505, | |
| "fil_Latn": 0.535, | |
| "fin_Latn": 0.5, | |
| "fra_Latn": 0.495, | |
| "heb_Hebr": 0.505, | |
| "hin_Deva": 0.5, | |
| "hrv_Latn": 0.53, | |
| "hun_Latn": 0.525, | |
| "ind_Latn": 0.5, | |
| "ita_Latn": 0.5, | |
| "jpn_Jpan": 0.5, | |
| "kor_Hang": 0.515, | |
| "lit_Latn": 0.505, | |
| "lvs_Latn": 0.51, | |
| "mar_Deva": 0.505, | |
| "nld_Latn": 0.525, | |
| "nob_Latn": 0.5, | |
| "pol_Latn": 0.515, | |
| "por_Latn": 0.5, | |
| "ron_Latn": 0.525, | |
| "rus_Cyrl": 0.5, | |
| "slk_Latn": 0.505, | |
| "slv_Latn": 0.51, | |
| "spa_Latn": 0.5, | |
| "srp_Cyrl": 0.53, | |
| "swe_Latn": 0.515, | |
| "swh_Latn": 0.51, | |
| "tam_Taml": 0.51, | |
| "tel_Telu": 0.505, | |
| "tha_Thai": 0.505, | |
| "tur_Latn": 0.505, | |
| "ukr_Cyrl": 0.5, | |
| "urd_Arab": 0.495, | |
| "vie_Latn": 0.505, | |
| "yor_Latn": 0.495, | |
| "zsm_Latn": 0.495 | |
| }, | |
| "lang_mean_bal_acc": 0.518936170212766, | |
| "acc_en": 1.0 | |
| } | |
| } | |
| } |