ekim1394/symptom-to-condition-setfit

SetFit with sentence-transformers/all-MiniLM-L6-v2

This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/all-MiniLM-L6-v2 as the Sentence Transformer embedding model. A LogisticRegression 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 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: sentence-transformers/all-MiniLM-L6-v2
• Classification head: a LogisticRegression instance
• Maximum Sequence Length: 256 tokens
• Number of Classes: 66 classes

Model Sources

• Repository: SetFit on GitHub
• Paper: Efficient Few-Shot Learning Without Prompts
• Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
Colon Polyps	'polyps found during colonoscopy' 'growths in my colon' 'precancerous polyps in colon'
Kidney Stones	"I've got this nagging pain in my flank that feels like pressure, and I'm nauseous." 'passing a kidney stone is excruciating' 'I feel like I have a constant ache in my kidney area, and it gets worse when I drink water.'
Insomnia	"I feel exhausted even after a full night in bed because I just didn't sleep well." "I'm having trouble sleeping since I started that new medication." 'My sleep is so light, I wake up at every little noise.'
High Blood Pressure	'hypertension that needs treatment' 'I have hypertension' 'my blood pressure is elevated'
Sleep Apnea	"I've noticed I need to pee a lot more often during the night lately." 'snoring and gasping at night' 'My partner says I have really loud snoring and sometimes stop breathing while I sleep.'
Depression	"I'm constantly irritable and snap at people easily." "I've noticed I'm eating a lot more than usual." 'Everything feels overwhelming lately, even small tasks.'
Carpal Tunnel	'median nerve compression' 'numbness and tingling in my hands' 'wrist pain and hand weakness'
Celiac Disease	'I react badly to gluten' 'gluten intolerance causing diarrhea' 'digestive problems after eating wheat'
OCD	'OCD rituals that I must perform' 'compulsive behaviors taking over my life' "obsessive thoughts I can't stop"
Acne	'acne vulgaris treatment needed' "severe acne that won't clear" 'adult acne that keeps coming back'
GERD	'persistent heartburn multiple times a week' 'I get heartburn that radiates up to my neck and jaw.' "chronic acid reflux that won't go away"
Overactive Bladder	"sudden urge to urinate I can't control" 'frequent bathroom trips day and night' "can't hold my bladder"
Ulcerative Colitis	'Intense urgency to have a bowel movement, sometimes waking me up at night.' 'Constant feeling of needing to poop, even right after going.' "Feeling like my bowels aren't emptying completely."
Heart Disease	"My chest feels tight and heavy, like an elephant is sitting on it, particularly when I'm stressed." 'cardiac issues from blocked arteries' "My heart feels like it's racing or skipping beats, especially after I eat a big meal."
Coronary Artery Disease	'blocked arteries in my heart' 'atherosclerosis in my heart arteries' 'reduced blood flow to my heart'
Arrhythmia	'irregular heartbeat that I can feel' 'my heart beats irregularly' 'I get these sudden rushes of my heart beating really fast.'
Eczema	'My skin feels intensely itchy, especially at night, making it hard to sleep.' 'My skin is really red and bumpy, especially on my elbows and knees.' "My hands get so dry they crack open, and it's incredibly itchy."
Rheumatoid Arthritis	'rheumatoid arthritis in my hands' 'RA causing joint swelling' 'autoimmune arthritis'
Skin Cancer	'basal cell or squamous cell carcinoma' 'skin lesion that changed colors' "spot that won't heal might be cancer"
Atrial Fibrillation	'my heart quivers instead of beating normally' 'AFib episodes'
Anxiety	"constant worry that I can't control" "I'm so worried about my health that I constantly check my body for problems." 'anxiety affecting my daily life'
Panic Disorder	'recurring panic attacks' 'fear of having another panic attack' 'panic episodes with chest tightness'
Prostate Cancer	'prostate cancer diagnosis' 'prostate cancer treatment needed' 'elevated PSA concerning for cancer'
Herniated Disc	'bulging disc on MRI' 'disc bulging in my spine' 'disc pressing on nerves'
Heart Attack	'myocardial infarction symptoms' 'heart attack warning signs' "I think I'm having a heart attack"
Sciatica	'sciatic nerve pain' 'radiating leg pain from back' 'sciatica from disc herniation'
Restless Leg Syndrome	'uncomfortable urge to move my legs at night' "It feels like there's an electric current running through my legs, and moving them helps, but only for a little while." "I wake up several times a night because my legs feel so uncomfortable I can't ignore it."
Psoriasis	"I've got these weird, raised, red patches that feel rough, and they're starting to crack and bleed." 'autoimmune skin condition' 'scaly red patches on my elbows and knees'
Cataracts	'vision getting foggy' 'cataracts making it hard to see' 'need cataract surgery'
Heartburn	'burning sensation in my chest after eating' "I have a sour taste in the back of my mouth that lingers for a while, often when I'm stressed." 'Waking up in the middle of the night coughing because of a burning feeling in my chest.'
Acid Reflux	'sour taste and burning in my throat' "I keep having to clear my throat because it feels like there's liquid or acid there." 'I get a sour or bitter taste in the back of my mouth, often when I lie down.'
Tinnitus	'ringing in my ears constantly' 'constant noise in my ears' 'ear ringing driving me crazy'
Crohn's Disease	"Crohn's flare with weight loss" "I've lost a lot of weight without trying, and I feel exhausted all the time." 'I have this constant cramping feeling in my gut, and I feel like I need to go to the bathroom all the time, but nothing comes out.'
IBS	"My poop is often hard to pass, and I feel like I haven't completely emptied my bowels." 'abdominal pain relieved by bowel movements' 'alternating diarrhea and constipation'
Prostate Problems	'prostate issues as I get older' 'benign prostatic hyperplasia' 'BPH symptoms with weak stream'
Osteoarthritis	'degenerative joint disease' 'bone on bone in my hip' 'cartilage loss in my joints'
Incontinence	"can't hold my urine" 'stress incontinence when I exercise' 'leaking urine when I cough or sneeze'
Liver Disease	'cirrhosis symptoms' 'My skin is really itchy, especially on my arms and legs, and there are no rashes.' 'I feel so weak and tired all the time, like I have no energy left.'
Pancreatitis	'acute pancreatic pain' 'severe upper abdominal pain radiating to my back' 'pancreas inflammation symptoms'
Gallstones	'gallbladder attacks after meals' "I have a constant, nagging pain in my upper abdomen that doesn't really go away." 'Pain that radiates to my back or right shoulder blade.'
Heart Failure	'Dizziness or lightheadedness' 'Persistent cough or wheezing, with white or pink blood-tinged phlegm' 'CHF with swelling and shortness of breath'
Asthma	'reactive airways with coughing' 'bronchospasm and tight chest' 'wheezing and trouble breathing'
Snoring	'chronic snoring problem' 'snoring that wakes me up' 'excessive snoring'
Sinusitis	'chronic sinusitis' 'pressure and pain in my sinuses' 'sinus infection with facial pain'
Urinary Tract Infection	'I have a really strong urge to pee all the time, but when I go, not much comes out.' 'I have a constant ache in my lower abdomen that gets worse when I pee, and I feel generally unwell.' 'UTI symptoms'
Melanoma	'melanoma concern from changing mole' "mole that's getting bigger and darker" 'asymmetric mole with irregular borders'
Thyroid Disorders	'thyroid is overactive or underactive' 'hyperthyroidism with weight loss' 'hypothyroidism symptoms'
Hearing Loss	'sensorineural hearing loss' 'trouble hearing conversations' 'gradual hearing loss'
Pneumonia	'coughing up colored phlegm with fever' 'lung infection with fever and cough' 'bacterial or viral lung infection'
Narcolepsy	"sleep attacks that I can't control" 'sudden sleep episodes' 'narcolepsy with cataplexy'
Macular Degeneration	'AMD affecting my central vision' 'macular degeneration' 'wet or dry macular degeneration'
Hepatitis	'jaundice and fatigue from hepatitis' 'viral hepatitis symptoms' 'liver inflammation from virus'
Lupus	'systemic lupus erythematosus' 'lupus flare symptoms' 'butterfly rash and joint pain'
Glaucoma	'optic nerve damage from pressure' 'glaucoma affecting my vision' 'high eye pressure'
ADHD	'ADHD affecting my productivity' 'trouble concentrating at work' "can't focus or pay attention"
Diabetes	'diabetic and need help with A1C' 'type 2 diabetes diagnosis' 'diabetes needing management'
Arthritis	'chronic joint pain from arthritis' 'arthritis in multiple joints' 'inflammation in my joints'
Tonsillitis	'swollen painful tonsils' 'tonsils need to be removed' 'recurring tonsil infections'
Dry Eye	'dry eyes from screen time' 'eyes burn and feel sandy' 'not enough tears'
Fibromyalgia	'pain all over my body' 'chronic pain syndrome' 'widespread pain and fatigue'
Back Pain	'lumbar pain that radiates' 'back problems for years' 'severe back pain limiting movement'
PTSD	'hypervigilance and avoiding triggers' 'traumatic memories affecting my life' 'post traumatic stress from an event'
COPD	'progressive lung disease' 'shortness of breath from COPD' 'emphysema and chronic bronchitis'
Lung Cancer	'lung cancer found on CT scan' 'lung mass suspicious for cancer' 'lung cancer causing cough'
Peripheral Artery Disease	'PAD causing leg pain when walking' 'blocked arteries in my legs' 'poor circulation in my legs'
Fractures	'broken arm or leg' 'I broke a bone' 'fractured bone that needs treatment'

Evaluation

Metrics

Label	Accuracy
all	0.4545

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("setfit_model_id")
# Run inference
preds = model("can't keep my legs still in bed")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	2	8.0121	27

Label	Training Sample Count
ADHD	4
Acid Reflux	13
Acne	5
Anxiety	13
Arrhythmia	12
Arthritis	4
Asthma	5
Atrial Fibrillation	2
Back Pain	4
COPD	4
Carpal Tunnel	5
Cataracts	4
Celiac Disease	5
Colon Polyps	5
Coronary Artery Disease	5
Crohn's Disease	14
Depression	12
Diabetes	5
Dry Eye	5
Eczema	13
Fibromyalgia	5
Fractures	4
GERD	14
Gallstones	13
Glaucoma	4
Hearing Loss	5
Heart Attack	5
Heart Disease	14
Heart Failure	12
Heartburn	14
Hepatitis	5
Herniated Disc	5
High Blood Pressure	5
IBS	13
Incontinence	5
Insomnia	14
Kidney Stones	14
Liver Disease	16
Lung Cancer	5
Lupus	4
Macular Degeneration	5
Melanoma	5
Narcolepsy	5
OCD	5
Osteoarthritis	4
Overactive Bladder	16
PTSD	3
Pancreatitis	5
Panic Disorder	5
Peripheral Artery Disease	5
Pneumonia	5
Prostate Cancer	5
Prostate Problems	5
Psoriasis	12
Restless Leg Syndrome	13
Rheumatoid Arthritis	5
Sciatica	5
Sinusitis	5
Skin Cancer	5
Sleep Apnea	16
Snoring	5
Thyroid Disorders	5
Tinnitus	4
Tonsillitis	5
Ulcerative Colitis	13
Urinary Tract Infection	13

Training Hyperparameters

• batch_size: (16, 16)
• num_epochs: (3, 3)
• max_steps: -1
• sampling_strategy: oversampling
• 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: 42
• evaluation_strategy: epoch
• eval_max_steps: -1
• load_best_model_at_end: True

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0001	1	0.2819	-
0.0033	50	0.168	-
0.0067	100	0.1547	-
0.0100	150	0.1629	-
0.0134	200	0.1558	-
0.0167	250	0.1477	-
0.0201	300	0.1397	-
0.0234	350	0.1383	-
0.0268	400	0.1418	-
0.0301	450	0.1298	-
0.0334	500	0.1337	-
0.0368	550	0.1282	-
0.0401	600	0.1246	-
0.0435	650	0.1215	-
0.0468	700	0.1182	-
0.0502	750	0.1114	-
0.0535	800	0.1079	-
0.0569	850	0.1024	-
0.0602	900	0.0993	-
0.0636	950	0.1011	-
0.0669	1000	0.1001	-
0.0702	1050	0.092	-
0.0736	1100	0.096	-
0.0769	1150	0.0923	-
0.0803	1200	0.0847	-
0.0836	1250	0.0878	-
0.0870	1300	0.0873	-
0.0903	1350	0.0789	-
0.0937	1400	0.0756	-
0.0970	1450	0.0735	-
0.1003	1500	0.0744	-
0.1037	1550	0.0713	-
0.1070	1600	0.0717	-
0.1104	1650	0.0606	-
0.1137	1700	0.0581	-
0.1171	1750	0.0615	-
0.1204	1800	0.0641	-
0.1238	1850	0.0609	-
0.1271	1900	0.0603	-
0.1305	1950	0.0616	-
0.1338	2000	0.0488	-
0.1371	2050	0.0497	-
0.1405	2100	0.0559	-
0.1438	2150	0.0482	-
0.1472	2200	0.0508	-
0.1505	2250	0.0511	-
0.1539	2300	0.0446	-
0.1572	2350	0.0429	-
0.1606	2400	0.0421	-
0.1639	2450	0.0375	-
0.1672	2500	0.0423	-
0.1706	2550	0.0398	-
0.1739	2600	0.0511	-
0.1773	2650	0.0427	-
0.1806	2700	0.0373	-
0.1840	2750	0.0355	-
0.1873	2800	0.0312	-
0.1907	2850	0.0333	-
0.1940	2900	0.0384	-
0.1974	2950	0.038	-
0.2007	3000	0.029	-
0.2040	3050	0.0306	-
0.2074	3100	0.0329	-
0.2107	3150	0.0287	-
0.2141	3200	0.0309	-
0.2174	3250	0.0303	-
0.2208	3300	0.0281	-
0.2241	3350	0.0248	-
0.2275	3400	0.0275	-
0.2308	3450	0.0253	-
0.2341	3500	0.0219	-
0.2375	3550	0.0247	-
0.2408	3600	0.0216	-
0.2442	3650	0.0249	-
0.2475	3700	0.0278	-
0.2509	3750	0.0293	-
0.2542	3800	0.028	-
0.2576	3850	0.0223	-
0.2609	3900	0.0265	-
0.2642	3950	0.0171	-
0.2676	4000	0.023	-
0.2709	4050	0.0182	-
0.2743	4100	0.0232	-
0.2776	4150	0.0187	-
0.2810	4200	0.0239	-
0.2843	4250	0.0192	-
0.2877	4300	0.0166	-
0.2910	4350	0.0225	-
0.2944	4400	0.0207	-
0.2977	4450	0.0146	-
0.3010	4500	0.0173	-
0.3044	4550	0.0176	-
0.3077	4600	0.0137	-
0.3111	4650	0.0164	-
0.3144	4700	0.0175	-
0.3178	4750	0.0196	-
0.3211	4800	0.0191	-
0.3245	4850	0.0167	-
0.3278	4900	0.0113	-
0.3311	4950	0.0168	-
0.3345	5000	0.0249	-
0.3378	5050	0.0137	-
0.3412	5100	0.0135	-
0.3445	5150	0.0158	-
0.3479	5200	0.017	-
0.3512	5250	0.0182	-
0.3546	5300	0.0119	-
0.3579	5350	0.0218	-
0.3613	5400	0.0168	-
0.3646	5450	0.018	-
0.3679	5500	0.0106	-
0.3713	5550	0.0143	-
0.3746	5600	0.0175	-
0.3780	5650	0.0121	-
0.3813	5700	0.0113	-
0.3847	5750	0.0104	-
0.3880	5800	0.0156	-
0.3914	5850	0.0182	-
0.3947	5900	0.0089	-
0.3980	5950	0.0179	-
0.4014	6000	0.0142	-
0.4047	6050	0.0116	-
0.4081	6100	0.017	-
0.4114	6150	0.011	-
0.4148	6200	0.0164	-
0.4181	6250	0.0147	-
0.4215	6300	0.0155	-
0.4248	6350	0.0084	-
0.4282	6400	0.0109	-
0.4315	6450	0.0173	-
0.4348	6500	0.0147	-
0.4382	6550	0.0153	-
0.4415	6600	0.0085	-
0.4449	6650	0.0188	-
0.4482	6700	0.0094	-
0.4516	6750	0.016	-
0.4549	6800	0.0129	-
0.4583	6850	0.0228	-
0.4616	6900	0.0159	-
0.4649	6950	0.0199	-
0.4683	7000	0.0096	-
0.4716	7050	0.0188	-
0.4750	7100	0.0157	-
0.4783	7150	0.0103	-
0.4817	7200	0.0123	-
0.4850	7250	0.0131	-
0.4884	7300	0.0136	-
0.4917	7350	0.0096	-
0.4950	7400	0.0089	-
0.4984	7450	0.0144	-
0.5017	7500	0.0109	-
0.5051	7550	0.0085	-
0.5084	7600	0.0075	-
0.5118	7650	0.0109	-
0.5151	7700	0.0103	-
0.5185	7750	0.0074	-
0.5218	7800	0.0081	-
0.5252	7850	0.0132	-
0.5285	7900	0.0117	-
0.5318	7950	0.0141	-
0.5352	8000	0.0079	-
0.5385	8050	0.0082	-
0.5419	8100	0.0078	-
0.5452	8150	0.0121	-
0.5486	8200	0.0177	-
0.5519	8250	0.0109	-
0.5553	8300	0.0095	-
0.5586	8350	0.0125	-
0.5619	8400	0.008	-
0.5653	8450	0.0088	-
0.5686	8500	0.0112	-
0.5720	8550	0.0101	-
0.5753	8600	0.0142	-
0.5787	8650	0.011	-
0.5820	8700	0.0084	-
0.5854	8750	0.0068	-
0.5887	8800	0.0069	-
0.5921	8850	0.0095	-
0.5954	8900	0.01	-
0.5987	8950	0.007	-
0.6021	9000	0.0098	-
0.6054	9050	0.0086	-
0.6088	9100	0.0074	-
0.6121	9150	0.0085	-
0.6155	9200	0.0078	-
0.6188	9250	0.0085	-
0.6222	9300	0.013	-
0.6255	9350	0.0063	-
0.6288	9400	0.0114	-
0.6322	9450	0.0053	-
0.6355	9500	0.0052	-
0.6389	9550	0.008	-
0.6422	9600	0.0063	-
0.6456	9650	0.0085	-
0.6489	9700	0.0153	-
0.6523	9750	0.0074	-
0.6556	9800	0.0075	-
0.6590	9850	0.007	-
0.6623	9900	0.0059	-
0.6656	9950	0.0036	-
0.6690	10000	0.0064	-
0.6723	10050	0.008	-
0.6757	10100	0.0093	-
0.6790	10150	0.0049	-
0.6824	10200	0.0086	-
0.6857	10250	0.0037	-
0.6891	10300	0.0108	-
0.6924	10350	0.0088	-
0.6957	10400	0.0074	-
0.6991	10450	0.0036	-
0.7024	10500	0.0044	-
0.7058	10550	0.0051	-
0.7091	10600	0.0063	-
0.7125	10650	0.0057	-
0.7158	10700	0.0032	-
0.7192	10750	0.0046	-
0.7225	10800	0.0072	-
0.7258	10850	0.0029	-
0.7292	10900	0.0051	-
0.7325	10950	0.0037	-
0.7359	11000	0.0072	-
0.7392	11050	0.0054	-
0.7426	11100	0.0024	-
0.7459	11150	0.0049	-
0.7493	11200	0.0054	-
0.7526	11250	0.0044	-
0.7560	11300	0.005	-
0.7593	11350	0.0037	-
0.7626	11400	0.0029	-
0.7660	11450	0.0029	-
0.7693	11500	0.0035	-
0.7727	11550	0.0054	-
0.7760	11600	0.0052	-
0.7794	11650	0.0039	-
0.7827	11700	0.0042	-
0.7861	11750	0.0038	-
0.7894	11800	0.0066	-
0.7927	11850	0.0048	-
0.7961	11900	0.0047	-
0.7994	11950	0.0057	-
0.8028	12000	0.0049	-
0.8061	12050	0.0043	-
0.8095	12100	0.0062	-
0.8128	12150	0.0078	-
0.8162	12200	0.0032	-
0.8195	12250	0.0051	-
0.8229	12300	0.005	-
0.8262	12350	0.0023	-
0.8295	12400	0.0071	-
0.8329	12450	0.0049	-
0.8362	12500	0.0051	-
0.8396	12550	0.0103	-
0.8429	12600	0.0051	-
0.8463	12650	0.0073	-
0.8496	12700	0.0065	-
0.8530	12750	0.0058	-
0.8563	12800	0.0036	-
0.8596	12850	0.0048	-
0.8630	12900	0.0022	-
0.8663	12950	0.0024	-
0.8697	13000	0.0021	-
0.8730	13050	0.0024	-
0.8764	13100	0.0033	-
0.8797	13150	0.0032	-
0.8831	13200	0.0029	-
0.8864	13250	0.0025	-
0.8898	13300	0.0025	-
0.8931	13350	0.0057	-
0.8964	13400	0.0086	-
0.8998	13450	0.0022	-
0.9031	13500	0.0035	-
0.9065	13550	0.0027	-
0.9098	13600	0.0033	-
0.9132	13650	0.0021	-
0.9165	13700	0.0036	-
0.9199	13750	0.0024	-
0.9232	13800	0.0035	-
0.9265	13850	0.0022	-
0.9299	13900	0.0022	-
0.9332	13950	0.0012	-
0.9366	14000	0.002	-
0.9399	14050	0.0027	-
0.9433	14100	0.003	-
0.9466	14150	0.0034	-
0.9500	14200	0.0032	-
0.9533	14250	0.0039	-
0.9566	14300	0.0055	-
0.9600	14350	0.0036	-
0.9633	14400	0.0015	-
0.9667	14450	0.004	-
0.9700	14500	0.0054	-
0.9734	14550	0.0044	-
0.9767	14600	0.0018	-
0.9801	14650	0.0096	-
0.9834	14700	0.0035	-
0.9868	14750	0.0034	-
0.9901	14800	0.0021	-
0.9934	14850	0.0025	-
0.9968	14900	0.0043	-
1.0	14948	-	0.0565
1.0001	14950	0.006	-
1.0035	15000	0.0022	-
1.0068	15050	0.0077	-
1.0102	15100	0.0067	-
1.0135	15150	0.0021	-
1.0169	15200	0.0068	-
1.0202	15250	0.0037	-
1.0235	15300	0.0072	-
1.0269	15350	0.0027	-
1.0302	15400	0.0034	-
1.0336	15450	0.0038	-
1.0369	15500	0.0043	-
1.0403	15550	0.0028	-
1.0436	15600	0.0009	-
1.0470	15650	0.0009	-
1.0503	15700	0.0021	-
1.0537	15750	0.0033	-
1.0570	15800	0.0031	-
1.0603	15850	0.001	-
1.0637	15900	0.0032	-
1.0670	15950	0.0025	-
1.0704	16000	0.0052	-
1.0737	16050	0.0011	-
1.0771	16100	0.0008	-
1.0804	16150	0.0063	-
1.0838	16200	0.0031	-
1.0871	16250	0.0021	-
1.0904	16300	0.0032	-
1.0938	16350	0.0025	-
1.0971	16400	0.003	-
1.1005	16450	0.0046	-
1.1038	16500	0.0023	-
1.1072	16550	0.0053	-
1.1105	16600	0.0028	-
1.1139	16650	0.0038	-
1.1172	16700	0.0023	-
1.1206	16750	0.0051	-
1.1239	16800	0.0013	-
1.1272	16850	0.002	-
1.1306	16900	0.0037	-
1.1339	16950	0.0032	-
1.1373	17000	0.0031	-
1.1406	17050	0.0029	-
1.1440	17100	0.0044	-
1.1473	17150	0.0029	-
1.1507	17200	0.0019	-
1.1540	17250	0.001	-
1.1573	17300	0.0031	-
1.1607	17350	0.004	-
1.1640	17400	0.0064	-
1.1674	17450	0.0035	-
1.1707	17500	0.0011	-
1.1741	17550	0.0016	-
1.1774	17600	0.0021	-
1.1808	17650	0.0057	-
1.1841	17700	0.0021	-
1.1874	17750	0.003	-
1.1908	17800	0.0021	-
1.1941	17850	0.0053	-
1.1975	17900	0.0015	-
1.2008	17950	0.0008	-
1.2042	18000	0.0031	-
1.2075	18050	0.0051	-
1.2109	18100	0.0025	-
1.2142	18150	0.0031	-
1.2176	18200	0.0021	-
1.2209	18250	0.0011	-
1.2242	18300	0.0022	-
1.2276	18350	0.0031	-
1.2309	18400	0.0011	-
1.2343	18450	0.0019	-
1.2376	18500	0.0032	-
1.2410	18550	0.0022	-
1.2443	18600	0.002	-
1.2477	18650	0.0007	-
1.2510	18700	0.0019	-
1.2543	18750	0.0033	-
1.2577	18800	0.0009	-
1.2610	18850	0.0007	-
1.2644	18900	0.0028	-
1.2677	18950	0.0036	-
1.2711	19000	0.0019	-
1.2744	19050	0.002	-
1.2778	19100	0.002	-
1.2811	19150	0.0017	-
1.2845	19200	0.0008	-
1.2878	19250	0.0043	-
1.2911	19300	0.0008	-
1.2945	19350	0.0018	-
1.2978	19400	0.0011	-
1.3012	19450	0.0016	-
1.3045	19500	0.0008	-
1.3079	19550	0.0019	-
1.3112	19600	0.0007	-
1.3146	19650	0.0006	-
1.3179	19700	0.0026	-
1.3212	19750	0.0029	-
1.3246	19800	0.0014	-
1.3279	19850	0.002	-
1.3313	19900	0.0032	-
1.3346	19950	0.0007	-
1.3380	20000	0.0018	-
1.3413	20050	0.0029	-
1.3447	20100	0.0018	-
1.3480	20150	0.003	-
1.3514	20200	0.0029	-
1.3547	20250	0.0007	-
1.3580	20300	0.0017	-
1.3614	20350	0.0018	-
1.3647	20400	0.0041	-
1.3681	20450	0.0006	-
1.3714	20500	0.0005	-
1.3748	20550	0.0029	-
1.3781	20600	0.0032	-
1.3815	20650	0.0006	-
1.3848	20700	0.0006	-
1.3881	20750	0.003	-
1.3915	20800	0.003	-
1.3948	20850	0.0041	-
1.3982	20900	0.0022	-
1.4015	20950	0.0022	-
1.4049	21000	0.0017	-
1.4082	21050	0.0018	-
1.4116	21100	0.0053	-
1.4149	21150	0.0006	-
1.4182	21200	0.0027	-
1.4216	21250	0.0005	-
1.4249	21300	0.0015	-
1.4283	21350	0.0005	-
1.4316	21400	0.0029	-
1.4350	21450	0.0042	-
1.4383	21500	0.0017	-
1.4417	21550	0.0018	-
1.4450	21600	0.0017	-
1.4484	21650	0.0029	-
1.4517	21700	0.004	-
1.4550	21750	0.0007	-
1.4584	21800	0.004	-
1.4617	21850	0.0021	-
1.4651	21900	0.0017	-
1.4684	21950	0.0016	-
1.4718	22000	0.0016	-
1.4751	22050	0.0028	-
1.4785	22100	0.0016	-
1.4818	22150	0.0016	-
1.4851	22200	0.0023	-
1.4885	22250	0.0005	-
1.4918	22300	0.0016	-
1.4952	22350	0.0028	-
1.4985	22400	0.0017	-
1.5019	22450	0.0005	-
1.5052	22500	0.0017	-
1.5086	22550	0.0024	-
1.5119	22600	0.0011	-
1.5153	22650	0.0018	-
1.5186	22700	0.0025	-
1.5219	22750	0.0016	-
1.5253	22800	0.0007	-
1.5286	22850	0.0035	-
1.5320	22900	0.0021	-
1.5353	22950	0.0025	-
1.5387	23000	0.0017	-
1.5420	23050	0.0038	-
1.5454	23100	0.0008	-
1.5487	23150	0.0016	-
1.5520	23200	0.0005	-
1.5554	23250	0.0025	-
1.5587	23300	0.0005	-
1.5621	23350	0.0017	-
1.5654	23400	0.0015	-
1.5688	23450	0.0015	-
1.5721	23500	0.0017	-
1.5755	23550	0.0041	-
1.5788	23600	0.0026	-
1.5822	23650	0.0036	-
1.5855	23700	0.0016	-
1.5888	23750	0.0007	-
1.5922	23800	0.0012	-
1.5955	23850	0.0011	-
1.5989	23900	0.0007	-
1.6022	23950	0.0017	-
1.6056	24000	0.0013	-
1.6089	24050	0.001	-
1.6123	24100	0.0013	-
1.6156	24150	0.002	-
1.6189	24200	0.0009	-
1.6223	24250	0.0018	-
1.6256	24300	0.0014	-
1.6290	24350	0.0009	-
1.6323	24400	0.0006	-
1.6357	24450	0.0006	-
1.6390	24500	0.0006	-
1.6424	24550	0.0006	-
1.6457	24600	0.0006	-
1.6491	24650	0.0006	-
1.6524	24700	0.0005	-
1.6557	24750	0.0005	-
1.6591	24800	0.0017	-
1.6624	24850	0.0024	-
1.6658	24900	0.0007	-
1.6691	24950	0.0005	-
1.6725	25000	0.0005	-
1.6758	25050	0.0007	-
1.6792	25100	0.0005	-
1.6825	25150	0.0005	-
1.6858	25200	0.0004	-
1.6892	25250	0.0017	-
1.6925	25300	0.0015	-
1.6959	25350	0.0005	-
1.6992	25400	0.0005	-
1.7026	25450	0.0011	-
1.7059	25500	0.0004	-
1.7093	25550	0.0006	-
1.7126	25600	0.0008	-
1.7159	25650	0.0005	-
1.7193	25700	0.0024	-
1.7226	25750	0.0004	-
1.7260	25800	0.0005	-
1.7293	25850	0.0016	-
1.7327	25900	0.0005	-
1.7360	25950	0.0016	-
1.7394	26000	0.0005	-
1.7427	26050	0.0004	-
1.7461	26100	0.0004	-
1.7494	26150	0.0024	-
1.7527	26200	0.0015	-
1.7561	26250	0.0012	-
1.7594	26300	0.0015	-
1.7628	26350	0.0014	-
1.7661	26400	0.0005	-
1.7695	26450	0.0005	-
1.7728	26500	0.0021	-
1.7762	26550	0.0006	-
1.7795	26600	0.0023	-
1.7828	26650	0.0005	-
1.7862	26700	0.0005	-
1.7895	26750	0.0008	-
1.7929	26800	0.0006	-
1.7962	26850	0.0005	-
1.7996	26900	0.0016	-
1.8029	26950	0.0005	-
1.8063	27000	0.001	-
1.8096	27050	0.0005	-
1.8130	27100	0.002	-
1.8163	27150	0.0004	-
1.8196	27200	0.0005	-
1.8230	27250	0.0004	-
1.8263	27300	0.0014	-
1.8297	27350	0.0016	-
1.8330	27400	0.0005	-
1.8364	27450	0.0005	-
1.8397	27500	0.0007	-
1.8431	27550	0.0004	-
1.8464	27600	0.0004	-
1.8497	27650	0.0004	-
1.8531	27700	0.0004	-
1.8564	27750	0.0004	-
1.8598	27800	0.0005	-
1.8631	27850	0.0005	-
1.8665	27900	0.0012	-
1.8698	27950	0.002	-
1.8732	28000	0.0026	-
1.8765	28050	0.0005	-
1.8799	28100	0.0016	-
1.8832	28150	0.0016	-
1.8865	28200	0.0006	-
1.8899	28250	0.0004	-
1.8932	28300	0.0004	-
1.8966	28350	0.0004	-
1.8999	28400	0.0004	-
1.9033	28450	0.0004	-
1.9066	28500	0.0004	-
1.9100	28550	0.0004	-
1.9133	28600	0.0004	-
1.9166	28650	0.0004	-
1.9200	28700	0.0004	-
1.9233	28750	0.0004	-
1.9267	28800	0.0015	-
1.9300	28850	0.0005	-
1.9334	28900	0.0004	-
1.9367	28950	0.0026	-
1.9401	29000	0.0003	-
1.9434	29050	0.0004	-
1.9467	29100	0.0004	-
1.9501	29150	0.0006	-
1.9534	29200	0.0004	-
1.9568	29250	0.0023	-
1.9601	29300	0.0014	-
1.9635	29350	0.0003	-
1.9668	29400	0.0011	-
1.9702	29450	0.0018	-
1.9735	29500	0.0008	-
1.9769	29550	0.0004	-
1.9802	29600	0.0015	-
1.9835	29650	0.0004	-
1.9869	29700	0.0004	-
1.9902	29750	0.0005	-
1.9936	29800	0.0009	-
1.9969	29850	0.0004	-
2.0	29896	-	0.0632
2.0003	29900	0.0015	-
2.0036	29950	0.0004	-
2.0070	30000	0.0003	-
2.0103	30050	0.0004	-
2.0136	30100	0.0005	-
2.0170	30150	0.0004	-
2.0203	30200	0.0004	-
2.0237	30250	0.0003	-
2.0270	30300	0.0003	-
2.0304	30350	0.0009	-
2.0337	30400	0.0005	-
2.0371	30450	0.0003	-
2.0404	30500	0.0016	-
2.0438	30550	0.0004	-
2.0471	30600	0.0006	-
2.0504	30650	0.0019	-
2.0538	30700	0.0014	-
2.0571	30750	0.0004	-
2.0605	30800	0.0004	-
2.0638	30850	0.0003	-
2.0672	30900	0.0003	-
2.0705	30950	0.0013	-
2.0739	31000	0.0004	-
2.0772	31050	0.0012	-
2.0805	31100	0.0004	-
2.0839	31150	0.0004	-
2.0872	31200	0.0015	-
2.0906	31250	0.0015	-
2.0939	31300	0.0004	-
2.0973	31350	0.0005	-
2.1006	31400	0.0004	-
2.1040	31450	0.0004	-
2.1073	31500	0.0003	-
2.1107	31550	0.0004	-
2.1140	31600	0.0015	-
2.1173	31650	0.0003	-
2.1207	31700	0.0003	-
2.1240	31750	0.0004	-
2.1274	31800	0.0003	-
2.1307	31850	0.0004	-
2.1341	31900	0.0003	-
2.1374	31950	0.0013	-
2.1408	32000	0.0003	-
2.1441	32050	0.0003	-
2.1474	32100	0.0004	-
2.1508	32150	0.0003	-
2.1541	32200	0.0004	-
2.1575	32250	0.0003	-
2.1608	32300	0.0003	-
2.1642	32350	0.0011	-
2.1675	32400	0.0003	-
2.1709	32450	0.0003	-
2.1742	32500	0.0003	-
2.1775	32550	0.0004	-
2.1809	32600	0.0003	-
2.1842	32650	0.0003	-
2.1876	32700	0.0003	-
2.1909	32750	0.0004	-
2.1943	32800	0.0003	-
2.1976	32850	0.0003	-
2.2010	32900	0.0003	-
2.2043	32950	0.0003	-
2.2077	33000	0.0003	-
2.2110	33050	0.0003	-
2.2143	33100	0.0014	-
2.2177	33150	0.0003	-
2.2210	33200	0.0003	-
2.2244	33250	0.0004	-
2.2277	33300	0.0003	-
2.2311	33350	0.0003	-
2.2344	33400	0.0003	-
2.2378	33450	0.0012	-
2.2411	33500	0.0003	-
2.2444	33550	0.0014	-
2.2478	33600	0.0003	-
2.2511	33650	0.0003	-
2.2545	33700	0.0003	-
2.2578	33750	0.0003	-
2.2612	33800	0.0003	-
2.2645	33850	0.0012	-
2.2679	33900	0.0003	-
2.2712	33950	0.0003	-
2.2746	34000	0.0013	-
2.2779	34050	0.0014	-
2.2812	34100	0.0003	-
2.2846	34150	0.0008	-
2.2879	34200	0.0003	-
2.2913	34250	0.0004	-
2.2946	34300	0.0003	-
2.2980	34350	0.0003	-
2.3013	34400	0.0003	-
2.3047	34450	0.0003	-
2.3080	34500	0.0013	-
2.3113	34550	0.0013	-
2.3147	34600	0.0007	-
2.3180	34650	0.0003	-
2.3214	34700	0.0004	-
2.3247	34750	0.0003	-
2.3281	34800	0.0003	-
2.3314	34850	0.0004	-
2.3348	34900	0.0004	-
2.3381	34950	0.0003	-
2.3415	35000	0.0003	-
2.3448	35050	0.0014	-
2.3481	35100	0.0003	-
2.3515	35150	0.0003	-
2.3548	35200	0.0003	-
2.3582	35250	0.0003	-
2.3615	35300	0.0003	-
2.3649	35350	0.0003	-
2.3682	35400	0.0003	-
2.3716	35450	0.0003	-
2.3749	35500	0.0013	-
2.3782	35550	0.0002	-
2.3816	35600	0.0002	-
2.3849	35650	0.0014	-
2.3883	35700	0.0024	-
2.3916	35750	0.0014	-
2.3950	35800	0.0004	-
2.3983	35850	0.0003	-
2.4017	35900	0.001	-
2.4050	35950	0.0004	-
2.4083	36000	0.0002	-
2.4117	36050	0.0003	-
2.4150	36100	0.0004	-
2.4184	36150	0.0003	-
2.4217	36200	0.0003	-
2.4251	36250	0.0009	-
2.4284	36300	0.0003	-
2.4318	36350	0.0003	-
2.4351	36400	0.0014	-
2.4385	36450	0.0008	-
2.4418	36500	0.0003	-
2.4451	36550	0.0003	-
2.4485	36600	0.0003	-
2.4518	36650	0.0003	-
2.4552	36700	0.0007	-
2.4585	36750	0.0003	-
2.4619	36800	0.0003	-
2.4652	36850	0.0011	-
2.4686	36900	0.0003	-
2.4719	36950	0.0003	-
2.4752	37000	0.0006	-
2.4786	37050	0.0003	-
2.4819	37100	0.0009	-
2.4853	37150	0.0021	-
2.4886	37200	0.0003	-
2.4920	37250	0.0004	-
2.4953	37300	0.0005	-
2.4987	37350	0.0003	-
2.5020	37400	0.0014	-
2.5054	37450	0.0003	-
2.5087	37500	0.0003	-
2.5120	37550	0.0004	-
2.5154	37600	0.0003	-
2.5187	37650	0.0003	-
2.5221	37700	0.0003	-
2.5254	37750	0.0003	-
2.5288	37800	0.0003	-
2.5321	37850	0.0003	-
2.5355	37900	0.0003	-
2.5388	37950	0.0004	-
2.5421	38000	0.0015	-
2.5455	38050	0.0003	-
2.5488	38100	0.0003	-
2.5522	38150	0.0003	-
2.5555	38200	0.0009	-
2.5589	38250	0.0003	-
2.5622	38300	0.0003	-
2.5656	38350	0.0003	-
2.5689	38400	0.0003	-
2.5723	38450	0.0014	-
2.5756	38500	0.0004	-
2.5789	38550	0.0003	-
2.5823	38600	0.0003	-
2.5856	38650	0.0008	-
2.5890	38700	0.0003	-
2.5923	38750	0.0003	-
2.5957	38800	0.0003	-
2.5990	38850	0.0018	-
2.6024	38900	0.0003	-
2.6057	38950	0.0003	-
2.6090	39000	0.0002	-
2.6124	39050	0.0003	-
2.6157	39100	0.0003	-
2.6191	39150	0.0004	-
2.6224	39200	0.0003	-
2.6258	39250	0.0003	-
2.6291	39300	0.0003	-
2.6325	39350	0.0002	-
2.6358	39400	0.0003	-
2.6391	39450	0.0003	-
2.6425	39500	0.0003	-
2.6458	39550	0.0013	-
2.6492	39600	0.0003	-
2.6525	39650	0.0003	-
2.6559	39700	0.0002	-
2.6592	39750	0.0003	-
2.6626	39800	0.0003	-
2.6659	39850	0.0003	-
2.6693	39900	0.0003	-
2.6726	39950	0.0002	-
2.6759	40000	0.0002	-
2.6793	40050	0.0003	-
2.6826	40100	0.0003	-
2.6860	40150	0.0003	-
2.6893	40200	0.0003	-
2.6927	40250	0.0003	-
2.6960	40300	0.0003	-
2.6994	40350	0.0003	-
2.7027	40400	0.0003	-
2.7060	40450	0.0003	-
2.7094	40500	0.0012	-
2.7127	40550	0.0003	-
2.7161	40600	0.0003	-
2.7194	40650	0.0002	-
2.7228	40700	0.0003	-
2.7261	40750	0.0003	-
2.7295	40800	0.0002	-
2.7328	40850	0.0002	-
2.7362	40900	0.0013	-
2.7395	40950	0.0002	-
2.7428	41000	0.0003	-
2.7462	41050	0.0002	-
2.7495	41100	0.0002	-
2.7529	41150	0.0007	-
2.7562	41200	0.0002	-
2.7596	41250	0.0003	-
2.7629	41300	0.0002	-
2.7663	41350	0.0003	-
2.7696	41400	0.0003	-
2.7729	41450	0.0003	-
2.7763	41500	0.0003	-
2.7796	41550	0.0011	-
2.7830	41600	0.0002	-
2.7863	41650	0.0003	-
2.7897	41700	0.0003	-
2.7930	41750	0.0003	-
2.7964	41800	0.0003	-
2.7997	41850	0.0002	-
2.8031	41900	0.0003	-
2.8064	41950	0.0003	-
2.8097	42000	0.0013	-
2.8131	42050	0.0002	-
2.8164	42100	0.0007	-
2.8198	42150	0.0002	-
2.8231	42200	0.0002	-
2.8265	42250	0.0002	-
2.8298	42300	0.0003	-
2.8332	42350	0.0003	-
2.8365	42400	0.0003	-
2.8398	42450	0.0002	-
2.8432	42500	0.0003	-
2.8465	42550	0.0002	-
2.8499	42600	0.0003	-
2.8532	42650	0.0003	-
2.8566	42700	0.0002	-
2.8599	42750	0.0003	-
2.8633	42800	0.0002	-
2.8666	42850	0.0007	-
2.8699	42900	0.0003	-
2.8733	42950	0.0003	-
2.8766	43000	0.0003	-
2.8800	43050	0.0003	-
2.8833	43100	0.0002	-
2.8867	43150	0.0003	-
2.8900	43200	0.0002	-
2.8934	43250	0.0003	-
2.8967	43300	0.0002	-
2.9001	43350	0.0003	-
2.9034	43400	0.0003	-
2.9067	43450	0.0002	-
2.9101	43500	0.0013	-
2.9134	43550	0.0003	-
2.9168	43600	0.0003	-
2.9201	43650	0.0002	-
2.9235	43700	0.0003	-
2.9268	43750	0.0003	-
2.9302	43800	0.0003	-
2.9335	43850	0.0002	-
2.9368	43900	0.0004	-
2.9402	43950	0.0007	-
2.9435	44000	0.0002	-
2.9469	44050	0.0003	-
2.9502	44100	0.0002	-
2.9536	44150	0.0002	-
2.9569	44200	0.0006	-
2.9603	44250	0.0003	-
2.9636	44300	0.0003	-
2.9670	44350	0.0002	-
2.9703	44400	0.0003	-
2.9736	44450	0.0003	-
2.9770	44500	0.0003	-
2.9803	44550	0.0002	-
2.9837	44600	0.0002	-
2.9870	44650	0.0002	-
2.9904	44700	0.0002	-
2.9937	44750	0.0002	-
2.9971	44800	0.0002	-
3.0	44844	-	0.0644

Framework Versions

• Python: 3.11.12
• SetFit: 1.1.3
• Sentence Transformers: 5.2.0
• Transformers: 4.57.5
• PyTorch: 2.9.1+cu128
• Datasets: 4.5.0
• Tokenizers: 0.22.2

Citation

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}
}