--- tags: - setfit - sentence-transformers - text-classification - generated_from_setfit_trainer widget: - text: " (Produkt zur Einkaufsliste hinzufügen) [CheckBox|HorizontalScrollView] |\ \ Bananen, lose () [TextView|HorizontalScrollView] | 1,29 €/kg () [TextView|HorizontalScrollView]\ \ | kg-Preis () [TextView|HorizontalScrollView] | (Produkt zur Einkaufsliste\ \ hinzufügen) [CheckBox|HorizontalScrollView] | Gurken () [TextView|HorizontalScrollView]\ \ | 0,69 € () [TextView|HorizontalScrollView] | Je Stück () [TextView|HorizontalScrollView]\ \ | lidl-kochen.de () [TextView|HorizontalScrollView] | (Alle anzeigen) [Button|HorizontalScrollView]\ \ | Alle anzeigen () [TextView|HorizontalScrollView] | (Hähnchen-Schenkel mit\ \ Honig-Kartoffeln, Gurken-Sticks und Schnittlauch-Quark) [ViewGroup|HorizontalScrollView]\ \ | (Hähnchen-Schenkel mit Honig-Kartoffeln, Gurken-Sticks und Schnittlauch-Quark)\ \ [ImageView|HorizontalScrollView] | Hähnchen-Schenkel mit Honig-Kartoffeln, Gurken-Sticks\ \ und Schnittlauch-Quark () [TextView|HorizontalScrollView] | (Spaghetti mit\ \ Räucherlachs und Zitronen-Crème fraîche) [ViewGroup|HorizontalScrollView] |\ \ (Spaghetti mit Räucherlachs und Zitronen-Crème fraîche) [ImageView|HorizontalScrollView]\ \ | Spaghetti mit Räucherlachs und Zitronen-Crème fraîche () [TextView|HorizontalScrollView]\ \ | (Tomaten-Mozzarella-Spieße) [ViewGroup|HorizontalScrollView] | (Tomaten-Mozzarella-Spieße)\ \ [ImageView|HorizontalScrollView] | Tomaten-Mozzarella-Spieße () [TextView|HorizontalScrollView]\ \ | (Hähnchensalat mit Honig-Senf-Dressing) [ViewGroup|HorizontalScrollView]\ \ | (Hähnchensalat mit Honig-Senf-Dressing) [ImageView|HorizontalScrollView]\ \ | Hähnchensalat mit Honig-Senf-Dressing () [TextView|HorizontalScrollView] |\ \ (Avocado-Lachs-Tatar) [ViewGroup|HorizontalScrollView] | (Avocado-Lachs-Tatar)\ \ [ImageView|HorizontalScrollView] | Avocado-Lachs-Tatar () [TextView|HorizontalScrollView]\ \ | Partnervorteile () [TextView|HorizontalScrollView] | Alle anzeigen () [Button|HorizontalScrollView]\ \ | 29€ () [TextView|HorizontalScrollView] | Exklusiv & limitiert: 29€ - Ticket\ \ sichern () [TextView|HorizontalScrollView] | Top Deal () [TextView|HorizontalScrollView]\ \ | 3 Cent pro Liter sparen () [TextView|HorizontalScrollView] | (icon) [View|HorizontalScrollView]\ \ | Lidl Connect () [TextView|HorizontalScrollView] | (icon) [View|HorizontalScrollView]\ \ | Rezepte () [TextView|HorizontalScrollView] | (icon) [View|HorizontalScrollView]\ \ | Rabattsammler Plus () [TextView|HorizontalScrollView] | Kiefersfelden () [TextView|HorizontalScrollView]\ \ | Offen bis 20:00 () [TextView|HorizontalScrollView] | (Benachrichtigungen)\ \ [ImageView|HorizontalScrollView] | (TopBar icon) [Button|HorizontalScrollView]\ \ | Home () [TextView|HorizontalScrollView] | Prospekte () [TextView|HorizontalScrollView]\ \ | Lidl Plus () [TextView|HorizontalScrollView] | Onlineshop () [TextView|HorizontalScrollView]\ \ | Konto () [TextView|HorizontalScrollView]\n\n[SELECTED START]\n\n (Hähnchen-Schenkel\ \ mit Honig-Kartoffeln, Gurken-Sticks und Schnittlauch-Quark) [ViewGroup|HorizontalScrollView]\ \ | (Hähnchen-Schenkel mit Honig-Kartoffeln, Gurken-Sticks und Schnittlauch-Quark)\ \ [ImageView|HorizontalScrollView] | Hähnchen-Schenkel mit Honig-Kartoffeln, Gurken-Sticks\ \ und Schnittlauch-Quark () [TextView|HorizontalScrollView] | (Spaghetti mit\ \ Räucherlachs und Zitronen-Crème fraîche) [ViewGroup|HorizontalScrollView] |\ \ (Spaghetti mit Räucherlachs und Zitronen-Crème fraîche) [ImageView|HorizontalScrollView]\ \ | Spaghetti mit Räucherlachs und Zitronen-Crème fraîche () [TextView|HorizontalScrollView]\ \ | (Tomaten-Mozzarella-Spieße) [ViewGroup|HorizontalScrollView] | (Tomaten-Mozzarella-Spieße)\ \ [ImageView|HorizontalScrollView] | Tomaten-Mozzarella-Spieße () [TextView|HorizontalScrollView]\ \ | (Hähnchensalat mit Honig-Senf-Dressing) [ViewGroup|HorizontalScrollView]\ \ | (Hähnchensalat mit Honig-Senf-Dressing) [ImageView|HorizontalScrollView]\ \ | Hähnchensalat mit Honig-Senf-Dressing () [TextView|HorizontalScrollView] |\ \ (Avocado-Lachs-Tatar) [ViewGroup|HorizontalScrollView] | (Avocado-Lachs-Tatar)\ \ [ImageView|HorizontalScrollView] | Avocado-Lachs-Tatar () [TextView|HorizontalScrollView]\n\ [CONTEXT SEPARATOR]\n (Hähnchen-Schenkel mit Honig-Kartoffeln, Gurken-Sticks und\ \ Schnittlauch-Quark) [ViewGroup|HorizontalScrollView] | (Hähnchen-Schenkel mit\ \ Honig-Kartoffeln, Gurken-Sticks und Schnittlauch-Quark) [ImageView|HorizontalScrollView]\ \ | Hähnchen-Schenkel mit Honig-Kartoffeln, Gurken-Sticks und Schnittlauch-Quark\ \ () [TextView|HorizontalScrollView] | (Spaghetti mit Räucherlachs und Zitronen-Crème\ \ fraîche) [ViewGroup|HorizontalScrollView] | (Spaghetti mit Räucherlachs und\ \ Zitronen-Crème fraîche) [ImageView|HorizontalScrollView] | Spaghetti mit Räucherlachs\ \ und Zitronen-Crème fraîche () [TextView|HorizontalScrollView] | (Tomaten-Mozzarella-Spieße)\ \ [ViewGroup|HorizontalScrollView] | (Tomaten-Mozzarella-Spieße) [ImageView|HorizontalScrollView]\ \ | Tomaten-Mozzarella-Spieße () [TextView|HorizontalScrollView] | (Hähnchensalat\ \ mit Honig-Senf-Dressing) [ViewGroup|HorizontalScrollView] | (Hähnchensalat\ \ mit Honig-Senf-Dressing) [ImageView|HorizontalScrollView] | Hähnchensalat mit\ \ Honig-Senf-Dressing () [TextView|HorizontalScrollView] | (Avocado-Lachs-Tatar)\ \ [ViewGroup|HorizontalScrollView] | (Avocado-Lachs-Tatar) [ImageView|HorizontalScrollView]\ \ | Avocado-Lachs-Tatar () [TextView|HorizontalScrollView]" - text: 'Lidl Plus () [TextView|View] | (Rabattsammler. 32,23 € von 400 € gesammelt. . ) [Button|View] | Rabatte & Partnervorteile () [TextView|View] | Coupons () [TextView|View] | Angebote () [TextView|View] | Partnervorteile () [TextView|View] [SELECTED START] Coupons () [TextView|View] | Partnervorteile () [TextView|View] | Partnervorteile () [TextView|View] | Alle () [TextView|View] | Unterhaltung () [TextView|View] | Mobilität () [TextView|View] | Freizeit () [TextView|View] | Lifestyle () [TextView|View] | 5€ Rabatt auf deine Ultra HD Autowäsche () [TextView|View] | -5€ () [TextView|View] | LIMITIERT: Zeitschriften für Kinder und Eltern () [TextView|View] | gratis () [TextView|View] | Spare bei Deinem Besuch bei HANS IM GLÜCK! () [TextView|View] | -5€ () [TextView|View] [CONTEXT SEPARATOR] Coupons () [TextView|View] | Partnervorteile () [TextView|View] | Partnervorteile () [TextView|View] | Alle () [TextView|View] | Unterhaltung () [TextView|View] | Mobilität () [TextView|View] | Freizeit () [TextView|View] | Lifestyle () [TextView|View] | 5€ Rabatt auf deine Ultra HD Autowäsche () [TextView|View] | -5€ () [TextView|View] | LIMITIERT: Zeitschriften für Kinder und Eltern () [TextView|View] | gratis () [TextView|View] | Spare bei Deinem Besuch bei HANS IM GLÜCK! () [TextView|View] | -5€ () [TextView|View]' - text: ' (Exklusiver Partnervorteil mit Shell – günstiger tanken mit Lidl Plus(17). Im Aktionszeitraum 22.9. – 26.10.2025 3 Cent pro Liter sparen(17)) [ImageView|View] | (Rowenta Dampfbügeleisen »DX1635D1« je Stück auch online -44 % günstiger für 24.99€*. Sofort kaufen.) [ImageView|View] | Keine Winterfalten () [TextView|View] | (Playtive Kletterleiter und Rutsche, 2in1 je Stück nur online -25% günstiger für 29.99€* und Playtive Kletterdreieck, aus Massivholz je Stück nur online -22% günstiger für 34.99€*. Sofort kaufen.) [ImageView|View] | Rabattsammler Oktober () [TextView|View] | (Mehr anzeigen) [Button|View] | 11 verbleibende/r Tag/e () [TextView|View] | Rabattsammler Plus () [TextView|View] | Inaktiv () [TextView|View] [SELECTED START] Gewinnspiel () [TextView|View] | Mehr Infos () [Button|View] | Noch 13 Tage verbleibend () [TextView|View] | Pro Einkaufswert von 10 € 1 Punkt erhalten. Ab 5 Punkten ein Gewinnspiel-Los sichern.³²ᵉ () [TextView|View] | (Du hast 0 von 5 Punkten gesammelt.) [View|View] | 0 ungesendete Lose () [TextView|View] | Rabattsammler Oktober () [TextView|View] | (Mehr anzeigen) [Button|View] | 11 verbleibende/r Tag/e () [TextView|View] | ( Du hast 53.62 € ausgegeben, hol Dir deinen nächsten Gewinn bei 60 €!) [View|View] | Nächste Stufe () [TextView|View] | Rabattsammler Plus () [TextView|View] | Inaktiv () [TextView|View] [CONTEXT SEPARATOR] Gewinnspiel () [TextView|View] | Mehr Infos () [Button|View] | Noch 13 Tage verbleibend () [TextView|View] | Pro Einkaufswert von 10 € 1 Punkt erhalten. Ab 5 Punkten ein Gewinnspiel-Los sichern.³²ᵉ () [TextView|View] | (Du hast 0 von 5 Punkten gesammelt.) [View|View] | 0 ungesendete Lose () [TextView|View] | Rabattsammler Oktober () [TextView|View] | (Mehr anzeigen) [Button|View] | 11 verbleibende/r Tag/e () [TextView|View] | ( Du hast 53.62 € ausgegeben, hol Dir deinen nächsten Gewinn bei 60 €!) [View|View] | Nächste Stufe () [TextView|View] | Rabattsammler Plus () [TextView|View] | Inaktiv () [TextView|View]' - text: " (Drei Baby-Strampler mit Tiermotiven: Igel, Kaninchen und Schnecke.) [View|View]\ \ | (Bildergalerie öffnen) [View|View] | (Ein Holz-Lauflernwagen mit Bausteinen,\ \ einem Sortierer und einem Perlenspiel.) [View|View] | Babybekleidung & Ausstattung\ \ () [TextView|View] | Tolle Baby Basics\n\n () [TextView|View] | (Ein beigefarbener\ \ Massagesessel mit weißen Details.) [View|View] | (Ein schwarzes Sanitas Fußmassagegerät\ \ mit Netz.) [View|View] | Körper & Seele im Einklang () [TextView|View] | Einfach\ \ wohlfühlen\n\n () [TextView|View]\n\n[SELECTED START]\n\nHighlights aus dem\ \ Lidl-Sortiment () [TextView|TicketDetailActivity] | (Drei Baby-Strampler mit\ \ Tiermotiven: Igel, Kaninchen und Schnecke.) [View|TicketDetailActivity] | (Bildergalerie\ \ öffnen) [View|TicketDetailActivity] | (Ein Holz-Lauflernwagen mit Bausteinen,\ \ einem Sortierer und einem Perlenspiel.) [View|TicketDetailActivity] | Babybekleidung\ \ & Ausstattung () [TextView|TicketDetailActivity] | Tolle Baby Basics\n\n ()\ \ [TextView|TicketDetailActivity] | (Ein beigefarbener Massagesessel mit weißen\ \ Details.) [View|TicketDetailActivity] | (Ein schwarzes Sanitas Fußmassagegerät\ \ mit Netz.) [View|TicketDetailActivity] | Körper & Seele im Einklang () [TextView|TicketDetailActivity]\ \ | Einfach wohlfühlen\n\n () [TextView|TicketDetailActivity] | Wein & Spirituosen\ \ () [TextView|TicketDetailActivity] | Onlineshop () [TextView|TicketDetailActivity]\ \ | (Go to shopping cart) [View|TicketDetailActivity] | (Open search) [View|TicketDetailActivity]\ \ | Lieblingsprodukte finden () [TextView|TicketDetailActivity] | Home () [TextView|TicketDetailActivity]\ \ | Prospekte () [TextView|TicketDetailActivity] | Lidl Plus () [TextView|TicketDetailActivity]\ \ | Onlineshop () [TextView|TicketDetailActivity] | Konto () [TextView|TicketDetailActivity]\n\ [CONTEXT SEPARATOR]\nHighlights aus dem Lidl-Sortiment () [TextView|TicketDetailActivity]\ \ | (Drei Baby-Strampler mit Tiermotiven: Igel, Kaninchen und Schnecke.) [View|TicketDetailActivity]\ \ | (Bildergalerie öffnen) [View|TicketDetailActivity] | (Ein Holz-Lauflernwagen\ \ mit Bausteinen, einem Sortierer und einem Perlenspiel.) [View|TicketDetailActivity]\ \ | Babybekleidung & Ausstattung () [TextView|TicketDetailActivity] | Tolle Baby\ \ Basics\n\n () [TextView|TicketDetailActivity] | (Ein beigefarbener Massagesessel\ \ mit weißen Details.) [View|TicketDetailActivity] | (Ein schwarzes Sanitas Fußmassagegerät\ \ mit Netz.) [View|TicketDetailActivity] | Körper & Seele im Einklang () [TextView|TicketDetailActivity]\ \ | Einfach wohlfühlen\n\n () [TextView|TicketDetailActivity] | Wein & Spirituosen\ \ () [TextView|TicketDetailActivity] | Onlineshop () [TextView|TicketDetailActivity]\ \ | (Go to shopping cart) [View|TicketDetailActivity] | (Open search) [View|TicketDetailActivity]\ \ | Lieblingsprodukte finden () [TextView|TicketDetailActivity] | Home () [TextView|TicketDetailActivity]\ \ | Prospekte () [TextView|TicketDetailActivity] | Lidl Plus () [TextView|TicketDetailActivity]\ \ | Onlineshop () [TextView|TicketDetailActivity] | Konto () [TextView|TicketDetailActivity]" - text: 'Aktuelle Magazine () [TextView|View] | Spielwarenmagazin () [TextView|View] | 13.10.2025 – 27.12.2025 () [TextView|View] | Wein & Spirituosen im Onlineshop () [TextView|View] | Unsere Monats-Highlights () [TextView|View] | 01.10.2025 – 31.10.2025 () [TextView|View] | Aktuelle Reiseprospekte () [TextView|View] | Oktober Reise-Highlights () [TextView|View] | 26.09.2025 - 31.10.2025 () [TextView|View] [SELECTED START] Aktuelle Magazine () [TextView|View] | Spielwarenmagazin () [TextView|View] | 13.10.2025 – 27.12.2025 () [TextView|View] | Wein & Spirituosen im Onlineshop () [TextView|View] [CONTEXT SEPARATOR] Aktuelle Magazine () [TextView|View] | Spielwarenmagazin () [TextView|View] | 13.10.2025 – 27.12.2025 () [TextView|View] | Wein & Spirituosen im Onlineshop () [TextView|View]' metrics: - accuracy pipeline_tag: text-classification library_name: setfit inference: true datasets: - tmp-org/lidl-dataset-ctx-1 base_model: Alibaba-NLP/gte-multilingual-base --- # SetFit with Alibaba-NLP/gte-multilingual-base This is a [SetFit](https://github.com/huggingface/setfit) model trained on the [tmp-org/lidl-dataset-ctx-1](https://huggingface.co/datasets/tmp-org/lidl-dataset-ctx-1) dataset that can be used for Text Classification. This SetFit model uses [Alibaba-NLP/gte-multilingual-base](https://huggingface.co/Alibaba-NLP/gte-multilingual-base) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification. The model has been trained using an efficient few-shot learning technique that involves: 1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning. 2. Training a classification head with features from the fine-tuned Sentence Transformer. ## Model Details ### Model Description - **Model Type:** SetFit - **Sentence Transformer body:** [Alibaba-NLP/gte-multilingual-base](https://huggingface.co/Alibaba-NLP/gte-multilingual-base) - **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance - **Maximum Sequence Length:** 8192 tokens - **Number of Classes:** 33 classes - **Training Dataset:** [tmp-org/lidl-dataset-ctx-1](https://huggingface.co/datasets/tmp-org/lidl-dataset-ctx-1) ### Model Sources - **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit) - **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055) - **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit) ### Model Labels | Label | Examples | 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| Home_Loading | | | Home_Home | | | Other_Gewinnspiel | | | Other_Rubbellos | | | Other_Rabattsammler | | | Prospekte_Top Angebote | | | Lidl Plus_Coupons | | | Lidl Plus_Angebote | | | Lidl Plus_Partnervorteile | | | Other_Partnervorteile details | | | Other_Other | | | Onlineshop_Onlineshop | | | Other_Receipt | | | Mehr_Meine Kassenbons | | | Other_Lidl Plus Karte | | | Other_Lidl Pay PIN | | | Other_Lidl Logo | | | Other_Mein Pfand | | | Mehr_Mehr | | | Other_Empfohlene Produkte | | | Prospekte_Loading | | | Other_Prospekt | | | Other_Coupon details | | | Other_Loading | | | Other_Empty | | | Lidl Plus_Loading | | | Konto_Meine Kassenbons | | | Konto_Konto | | | Other_Roulette | | | Konto_Loading | | | Konto_Receipt | | | Lidl Plus_Coupon details | | | Prospekte_Empty | | ## Uses ### Direct Use for Inference First install the SetFit library: ```bash pip install setfit ``` Then you can load this model and run inference. ```python from setfit import SetFitModel # Download from the 🤗 Hub model = SetFitModel.from_pretrained("tmp-org/tmp_cv_model_2025_09_01_0") # Run inference preds = model("Aktuelle Magazine () [TextView|View] | Spielwarenmagazin () [TextView|View] | 13.10.2025 – 27.12.2025 () [TextView|View] | Wein & Spirituosen im Onlineshop () [TextView|View] | Unsere Monats-Highlights () [TextView|View] | 01.10.2025 – 31.10.2025 () [TextView|View] | Aktuelle Reiseprospekte () [TextView|View] | Oktober Reise-Highlights () [TextView|View] | 26.09.2025 - 31.10.2025 () [TextView|View] [SELECTED START] Aktuelle Magazine () [TextView|View] | Spielwarenmagazin () [TextView|View] | 13.10.2025 – 27.12.2025 () [TextView|View] | Wein & Spirituosen im Onlineshop () [TextView|View] [CONTEXT SEPARATOR] Aktuelle Magazine () [TextView|View] | Spielwarenmagazin () [TextView|View] | 13.10.2025 – 27.12.2025 () [TextView|View] | Wein & Spirituosen im Onlineshop () [TextView|View]") ``` ## Training Details ### Training Set Metrics | Training set | Min | Median | Max | |:-------------|:----|:---------|:-----| | Word count | 9 | 481.5685 | 6984 | | Label | Training Sample Count | |:------------------------------|:----------------------| | Home_Home | 48 | | Home_Loading | 10 | | Konto_Konto | 23 | | Konto_Loading | 1 | | Konto_Meine Kassenbons | 28 | | Konto_Receipt | 1 | | Lidl Plus_Angebote | 48 | | Lidl Plus_Coupon details | 1 | | Lidl Plus_Coupons | 48 | | Lidl Plus_Loading | 3 | | Lidl Plus_Partnervorteile | 48 | | Mehr_Mehr | 2 | | Mehr_Meine Kassenbons | 2 | | Onlineshop_Onlineshop | 48 | | Other_Coupon details | 12 | | Other_Empfohlene Produkte | 12 | | Other_Empty | 7 | | Other_Gewinnspiel | 31 | | Other_Lidl Logo | 2 | | Other_Lidl Pay PIN | 12 | | Other_Lidl Plus Karte | 20 | | Other_Loading | 11 | | Other_Mein Pfand | 2 | | Other_Other | 23 | | Other_Partnervorteile details | 9 | | Other_Prospekt | 29 | | Other_Rabattsammler | 48 | | Other_Receipt | 43 | | Other_Roulette | 2 | | Other_Rubbellos | 10 | | Prospekte_Empty | 1 | | Prospekte_Loading | 2 | | Prospekte_Top Angebote | 41 | ### Training Hyperparameters - batch_size: (4, 4) - num_epochs: (1, 1) - max_steps: -1 - sampling_strategy: undersampling - body_learning_rate: (2e-05, 1e-05) - head_learning_rate: 0.01 - loss: CosineSimilarityLoss - distance_metric: cosine_distance - margin: 0.25 - end_to_end: False - use_amp: False - warmup_proportion: 0.1 - l2_weight: 0.01 - seed: 4242 - eval_max_steps: -1 - load_best_model_at_end: False ### Training Results | Epoch | Step | Training Loss | Validation Loss | |:------:|:----:|:-------------:|:---------------:| | 0.0002 | 1 | 0.1168 | - | | 0.0087 | 50 | 0.2765 | - | | 0.0174 | 100 | 0.2022 | - | | 0.0261 | 150 | 0.185 | - | | 0.0349 | 200 | 0.1247 | - | | 0.0436 | 250 | 0.1438 | - | | 0.0523 | 300 | 0.1139 | - | | 0.0610 | 350 | 0.1175 | - | | 0.0697 | 400 | 0.0959 | - | | 0.0784 | 450 | 0.0658 | - | | 0.0872 | 500 | 0.1046 | - | | 0.0959 | 550 | 0.104 | - | | 0.1046 | 600 | 0.0741 | - | | 0.1133 | 650 | 0.0647 | - | | 0.1220 | 700 | 0.0863 | - | | 0.1307 | 750 | 0.1213 | - | | 0.1394 | 800 | 0.0706 | - | | 0.1482 | 850 | 0.0699 | - | | 0.1569 | 900 | 0.0616 | - | | 0.1656 | 950 | 0.045 | - | | 0.1743 | 1000 | 0.0466 | - | | 0.1830 | 1050 | 0.0738 | - | | 0.1917 | 1100 | 0.0505 | - | | 0.2005 | 1150 | 0.0379 | - | | 0.2092 | 1200 | 0.036 | - | | 0.2179 | 1250 | 0.0509 | - | | 0.2266 | 1300 | 0.0266 | - | | 0.2353 | 1350 | 0.0307 | - | | 0.2440 | 1400 | 0.0438 | - | | 0.2527 | 1450 | 0.0395 | - | | 0.2615 | 1500 | 0.0515 | - | | 0.2702 | 1550 | 0.0361 | - | | 0.2789 | 1600 | 0.0269 | - | | 0.2876 | 1650 | 0.0265 | - | | 0.2963 | 1700 | 0.016 | - | | 0.3050 | 1750 | 0.0351 | - | | 0.3138 | 1800 | 0.0482 | - | | 0.3225 | 1850 | 0.0285 | - | | 0.3312 | 1900 | 0.0284 | - | | 0.3399 | 1950 | 0.0364 | - | | 0.3486 | 2000 | 0.0225 | - | | 0.3573 | 2050 | 0.0168 | - | | 0.3660 | 2100 | 0.0306 | - | | 0.3748 | 2150 | 0.0247 | - | | 0.3835 | 2200 | 0.0189 | - | | 0.3922 | 2250 | 0.0321 | - | | 0.4009 | 2300 | 0.0324 | - | | 0.4096 | 2350 | 0.0208 | - | | 0.4183 | 2400 | 0.0205 | - | | 0.4271 | 2450 | 0.0123 | - | | 0.4358 | 2500 | 0.0225 | - | | 0.4445 | 2550 | 0.0189 | - | | 0.4532 | 2600 | 0.0234 | - | | 0.4619 | 2650 | 0.0206 | - | | 0.4706 | 2700 | 0.0135 | - | | 0.4793 | 2750 | 0.026 | - | | 0.4881 | 2800 | 0.0118 | - | | 0.4968 | 2850 | 0.0195 | - | | 0.5055 | 2900 | 0.0235 | - | | 0.5142 | 2950 | 0.0256 | - | | 0.5229 | 3000 | 0.0137 | - | | 0.5316 | 3050 | 0.0111 | - | | 0.5404 | 3100 | 0.02 | - | | 0.5491 | 3150 | 0.0157 | - | | 0.5578 | 3200 | 0.0105 | - | | 0.5665 | 3250 | 0.0135 | - | | 0.5752 | 3300 | 0.013 | - | | 0.5839 | 3350 | 0.0154 | - | | 0.5926 | 3400 | 0.018 | - | | 0.6014 | 3450 | 0.0112 | - | | 0.6101 | 3500 | 0.0157 | - | | 0.6188 | 3550 | 0.0085 | - | | 0.6275 | 3600 | 0.0113 | - | | 0.6362 | 3650 | 0.0218 | - | | 0.6449 | 3700 | 0.0181 | - | | 0.6537 | 3750 | 0.0153 | - | | 0.6624 | 3800 | 0.0135 | - | | 0.6711 | 3850 | 0.0209 | - | | 0.6798 | 3900 | 0.0112 | - | | 0.6885 | 3950 | 0.0155 | - | | 0.6972 | 4000 | 0.0098 | - | | 0.7059 | 4050 | 0.0121 | - | | 0.7147 | 4100 | 0.0125 | - | | 0.7234 | 4150 | 0.0165 | - | | 0.7321 | 4200 | 0.015 | - | | 0.7408 | 4250 | 0.0066 | - | | 0.7495 | 4300 | 0.0113 | - | | 0.7582 | 4350 | 0.0045 | - | | 0.7670 | 4400 | 0.0181 | - | | 0.7757 | 4450 | 0.015 | - | | 0.7844 | 4500 | 0.0091 | - | | 0.7931 | 4550 | 0.006 | - | | 0.8018 | 4600 | 0.0193 | - | | 0.8105 | 4650 | 0.0164 | - | | 0.8192 | 4700 | 0.0133 | - | | 0.8280 | 4750 | 0.014 | - | | 0.8367 | 4800 | 0.0113 | - | | 0.8454 | 4850 | 0.0127 | - | | 0.8541 | 4900 | 0.0141 | - | | 0.8628 | 4950 | 0.0097 | - | | 0.8715 | 5000 | 0.0069 | - | | 0.8803 | 5050 | 0.0128 | - | | 0.8890 | 5100 | 0.0066 | - | | 0.8977 | 5150 | 0.02 | - | | 0.9064 | 5200 | 0.006 | - | | 0.9151 | 5250 | 0.0085 | - | | 0.9238 | 5300 | 0.0067 | - | | 0.9325 | 5350 | 0.0079 | - | | 0.9413 | 5400 | 0.0083 | - | | 0.9500 | 5450 | 0.0153 | - | | 0.9587 | 5500 | 0.0086 | - | | 0.9674 | 5550 | 0.0113 | - | | 0.9761 | 5600 | 0.0103 | - | | 0.9848 | 5650 | 0.0166 | - | | 0.9936 | 5700 | 0.006 | - | ### Framework Versions - Python: 3.12.6 - SetFit: 1.1.2 - Sentence Transformers: 5.2.2 - Transformers: 4.57.1 - PyTorch: 2.10.0+cu128 - Datasets: 3.6.0 - Tokenizers: 0.22.2 ## Citation ### BibTeX ```bibtex @article{https://doi.org/10.48550/arxiv.2209.11055, doi = {10.48550/ARXIV.2209.11055}, url = {https://arxiv.org/abs/2209.11055}, author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren}, keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences}, title = {Efficient Few-Shot Learning Without Prompts}, publisher = {arXiv}, year = {2022}, copyright = {Creative Commons Attribution 4.0 International} } ```