SetFit with BAAI/bge-small-en-v1.5

This is a SetFit model that can be used for Text Classification. This SetFit model uses BAAI/bge-small-en-v1.5 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 Sources

Model Labels

Label Examples
0
  • 'This sentence is General Agricultural and Biological Sciences'
  • 'This sentence is General Agricultural and Biological Sciences'
1
  • 'This sentence is Agronomy and Crop Science'
  • 'This sentence is Agronomy and Crop Science'
2
  • 'This sentence is Animal Science and Zoology'
  • 'This sentence is Animal Science and Zoology'
3
  • 'This sentence is Aquatic Science'
  • 'This sentence is Aquatic Science'
4
  • 'This sentence is Ecology, Evolution, Behavior and Systematics'
  • 'This sentence is Ecology, Evolution, Behavior and Systematics'
5
  • 'This sentence is Food Science'
  • 'This sentence is Food Science'
6
  • 'This sentence is Forestry'
  • 'This sentence is Forestry'
7
  • 'This sentence is Insect Science'
  • 'This sentence is Insect Science'
8
  • 'This sentence is Plant Science'
  • 'This sentence is Plant Science'
9
  • 'This sentence is Soil Science'
  • 'This sentence is Soil Science'
10
  • 'This sentence is General Arts and Humanities'
  • 'This sentence is General Arts and Humanities'
11
  • 'This sentence is History'
  • 'This sentence is History'
12
  • 'This sentence is Language and Linguistics'
  • 'This sentence is Language and Linguistics'
13
  • 'This sentence is Archeology'
  • 'This sentence is Archeology'
14
  • 'This sentence is Classics'
  • 'This sentence is Classics'
15
  • 'This sentence is Conservation'
  • 'This sentence is Conservation'
16
  • 'This sentence is History and Philosophy of Science'
  • 'This sentence is History and Philosophy of Science'
17
  • 'This sentence is Literature and Literary Theory'
  • 'This sentence is Literature and Literary Theory'
18
  • 'This sentence is Museology'
  • 'This sentence is Museology'
19
  • 'This sentence is Music'
  • 'This sentence is Music'
20
  • 'This sentence is Philosophy'
  • 'This sentence is Philosophy'
21
  • 'This sentence is Religious studies'
  • 'This sentence is Religious studies'
22
  • 'This sentence is Visual Arts and Performing Arts'
  • 'This sentence is Visual Arts and Performing Arts'
23
  • 'This sentence is Biochemistry'
  • 'This sentence is Biochemistry'
24
  • 'This sentence is Biophysics'
  • 'This sentence is Biophysics'
25
  • 'This sentence is Biotechnology'
  • 'This sentence is Biotechnology'
26
  • 'This sentence is Cancer Research'
  • 'This sentence is Cancer Research'
27
  • 'This sentence is Cell Biology'
  • 'This sentence is Cell Biology'
28
  • 'This sentence is Clinical Biochemistry'
  • 'This sentence is Clinical Biochemistry'
29
  • 'This sentence is Endocrinology'
  • 'This sentence is Endocrinology'
30
  • 'This sentence is Genetics'
  • 'This sentence is Genetics'
31
  • 'This sentence is Molecular Biology'
  • 'This sentence is Molecular Biology'
32
  • 'This sentence is Molecular Medicine'
  • 'This sentence is Molecular Medicine'
33
  • 'This sentence is Physiology'
  • 'This sentence is Physiology'
34
  • 'This sentence is Accounting'
  • 'This sentence is Accounting'
35
  • 'This sentence is Management Information Systems'
  • 'This sentence is Management Information Systems'
36
  • 'This sentence is Management of Technology and Innovation'
  • 'This sentence is Management of Technology and Innovation'
37
  • 'This sentence is Marketing'
  • 'This sentence is Marketing'
38
  • 'This sentence is Organizational Behavior and Human Resource Management'
  • 'This sentence is Organizational Behavior and Human Resource Management'
39
  • 'This sentence is Strategy and Management'
  • 'This sentence is Strategy and Management'
40
  • 'This sentence is Catalysis'
  • 'This sentence is Catalysis'
41
  • 'This sentence is Fluid Flow and Transfer Processes'
  • 'This sentence is Fluid Flow and Transfer Processes'
42
  • 'This sentence is Analytical Chemistry'
  • 'This sentence is Analytical Chemistry'
43
  • 'This sentence is Inorganic Chemistry'
  • 'This sentence is Inorganic Chemistry'
44
  • 'This sentence is Organic Chemistry'
  • 'This sentence is Organic Chemistry'
45
  • 'This sentence is Physical and Theoretical Chemistry'
  • 'This sentence is Physical and Theoretical Chemistry'
46
  • 'This sentence is Spectroscopy'
  • 'This sentence is Spectroscopy'
47
  • 'This sentence is Artificial Intelligence'
  • 'This sentence is Artificial Intelligence'
48
  • 'This sentence is Computational Theory and Mathematics'
  • 'This sentence is Computational Theory and Mathematics'
49
  • 'This sentence is Computer Graphics and Computer-Aided Design'
  • 'This sentence is Computer Graphics and Computer-Aided Design'
50
  • 'This sentence is Computer Networks and Communications'
  • 'This sentence is Computer Networks and Communications'
51
  • 'This sentence is Computer Science Applications'
  • 'This sentence is Computer Science Applications'
52
  • 'This sentence is Computer Vision and Pattern Recognition'
  • 'This sentence is Computer Vision and Pattern Recognition'
53
  • 'This sentence is Hardware and Architecture'
  • 'This sentence is Hardware and Architecture'
54
  • 'This sentence is Human-Computer Interaction'
  • 'This sentence is Human-Computer Interaction'
55
  • 'This sentence is Information Systems'
  • 'This sentence is Information Systems'
56
  • 'This sentence is Signal Processing'
  • 'This sentence is Signal Processing'
57
  • 'This sentence is Software'
  • 'This sentence is Software'
58
  • 'This sentence is Information Systems and Management'
  • 'This sentence is Information Systems and Management'
59
  • 'This sentence is Management Science and Operations Research'
  • 'This sentence is Management Science and Operations Research'
60
  • 'This sentence is Statistics, Probability and Uncertainty'
  • 'This sentence is Statistics, Probability and Uncertainty'
61
  • 'This sentence is Atmospheric Science'
  • 'This sentence is Atmospheric Science'
62
  • 'This sentence is Earth-Surface Processes'
  • 'This sentence is Earth-Surface Processes'
63
  • 'This sentence is Geochemistry and Petrology'
  • 'This sentence is Geochemistry and Petrology'
64
  • 'This sentence is Geology'
  • 'This sentence is Geology'
65
  • 'This sentence is Geophysics'
  • 'This sentence is Geophysics'
66
  • 'This sentence is Oceanography'
  • 'This sentence is Oceanography'
67
  • 'This sentence is Paleontology'
  • 'This sentence is Paleontology'
68
  • 'This sentence is General Economics, Econometrics and Finance'
  • 'This sentence is General Economics, Econometrics and Finance'
69
  • 'This sentence is Economics and Econometrics'
  • 'This sentence is Economics and Econometrics'
70
  • 'This sentence is Finance'
  • 'This sentence is Finance'
71
  • 'This sentence is Renewable Energy, Sustainability and the Environment'
  • 'This sentence is Renewable Energy, Sustainability and the Environment'
72
  • 'This sentence is Aerospace Engineering'
  • 'This sentence is Aerospace Engineering'
73
  • 'This sentence is Automotive Engineering'
  • 'This sentence is Automotive Engineering'
74
  • 'This sentence is Biomedical Engineering'
  • 'This sentence is Biomedical Engineering'
75
  • 'This sentence is Civil and Structural Engineering'
  • 'This sentence is Civil and Structural Engineering'
76
  • 'This sentence is Computational Mechanics'
  • 'This sentence is Computational Mechanics'
77
  • 'This sentence is Control and Systems Engineering'
  • 'This sentence is Control and Systems Engineering'
78
  • 'This sentence is Electrical and Electronic Engineering'
  • 'This sentence is Electrical and Electronic Engineering'
79
  • 'This sentence is Industrial and Manufacturing Engineering'
  • 'This sentence is Industrial and Manufacturing Engineering'
80
  • 'This sentence is Mechanical Engineering'
  • 'This sentence is Mechanical Engineering'
81
  • 'This sentence is Mechanics of Materials'
  • 'This sentence is Mechanics of Materials'
82
  • 'This sentence is Ocean Engineering'
  • 'This sentence is Ocean Engineering'
83
  • 'This sentence is Safety, Risk, Reliability and Quality'
  • 'This sentence is Safety, Risk, Reliability and Quality'
84
  • 'This sentence is Media Technology'
  • 'This sentence is Media Technology'
85
  • 'This sentence is Building and Construction'
  • 'This sentence is Building and Construction'
86
  • 'This sentence is Architecture'
  • 'This sentence is Architecture'
87
  • 'This sentence is Ecological Modeling'
  • 'This sentence is Ecological Modeling'
88
  • 'This sentence is Ecology'
  • 'This sentence is Ecology'
89
  • 'This sentence is Environmental Chemistry'
  • 'This sentence is Environmental Chemistry'
90
  • 'This sentence is Environmental Engineering'
  • 'This sentence is Environmental Engineering'
91
  • 'This sentence is Global and Planetary Change'
  • 'This sentence is Global and Planetary Change'
92
  • 'This sentence is Health, Toxicology and Mutagenesis'
  • 'This sentence is Health, Toxicology and Mutagenesis'
93
  • 'This sentence is Management, Monitoring, Policy and Law'
  • 'This sentence is Management, Monitoring, Policy and Law'
94
  • 'This sentence is Nature and Landscape Conservation'
  • 'This sentence is Nature and Landscape Conservation'
95
  • 'This sentence is Pollution'
  • 'This sentence is Pollution'
96
  • 'This sentence is Water Science and Technology'
  • 'This sentence is Water Science and Technology'
97
  • 'This sentence is Immunology'
  • 'This sentence is Immunology'
98
  • 'This sentence is Microbiology'
  • 'This sentence is Microbiology'
99
  • 'This sentence is Parasitology'
  • 'This sentence is Parasitology'
100
  • 'This sentence is Virology'
  • 'This sentence is Virology'
101
  • 'This sentence is General Materials Science'
  • 'This sentence is General Materials Science'
102
  • 'This sentence is Biomaterials'
  • 'This sentence is Biomaterials'
103
  • 'This sentence is Electronic, Optical and Magnetic Materials'
  • 'This sentence is Electronic, Optical and Magnetic Materials'
104
  • 'This sentence is Materials Chemistry'
  • 'This sentence is Materials Chemistry'
105
  • 'This sentence is Polymers and Plastics'
  • 'This sentence is Polymers and Plastics'
106
  • 'This sentence is Surfaces, Coatings and Films'
  • 'This sentence is Surfaces, Coatings and Films'
107
  • 'This sentence is Algebra and Number Theory'
  • 'This sentence is Algebra and Number Theory'
108
  • 'This sentence is Applied Mathematics'
  • 'This sentence is Applied Mathematics'
109
  • 'This sentence is Discrete Mathematics and Combinatorics'
  • 'This sentence is Discrete Mathematics and Combinatorics'
110
  • 'This sentence is Geometry and Topology'
  • 'This sentence is Geometry and Topology'
111
  • 'This sentence is Mathematical Physics'
  • 'This sentence is Mathematical Physics'
112
  • 'This sentence is Modeling and Simulation'
  • 'This sentence is Modeling and Simulation'
113
  • 'This sentence is Numerical Analysis'
  • 'This sentence is Numerical Analysis'
114
  • 'This sentence is Statistics and Probability'
  • 'This sentence is Statistics and Probability'
115
  • 'This sentence is Anesthesiology and Pain Medicine'
  • 'This sentence is Anesthesiology and Pain Medicine'
116
  • 'This sentence is Cardiology and Cardiovascular Medicine'
  • 'This sentence is Cardiology and Cardiovascular Medicine'
117
  • 'This sentence is Critical Care and Intensive Care Medicine'
  • 'This sentence is Critical Care and Intensive Care Medicine'
118
  • 'This sentence is Complementary and alternative medicine'
  • 'This sentence is Complementary and alternative medicine'
119
  • 'This sentence is Dermatology'
  • 'This sentence is Dermatology'
120
  • 'This sentence is Emergency Medicine'
  • 'This sentence is Emergency Medicine'
121
  • 'This sentence is Endocrinology, Diabetes and Metabolism'
  • 'This sentence is Endocrinology, Diabetes and Metabolism'
122
  • 'This sentence is Epidemiology'
  • 'This sentence is Epidemiology'
123
  • 'This sentence is Gastroenterology'
  • 'This sentence is Gastroenterology'
124
  • 'This sentence is Geriatrics and Gerontology'
  • 'This sentence is Geriatrics and Gerontology'
125
  • 'This sentence is Hematology'
  • 'This sentence is Hematology'
126
  • 'This sentence is Hepatology'
  • 'This sentence is Hepatology'
127
  • 'This sentence is Immunology and Allergy'
  • 'This sentence is Immunology and Allergy'
128
  • 'This sentence is Infectious Diseases'
  • 'This sentence is Infectious Diseases'
129
  • 'This sentence is Nephrology'
  • 'This sentence is Nephrology'
130
  • 'This sentence is Neurology'
  • 'This sentence is Neurology'
131
  • 'This sentence is Obstetrics and Gynecology'
  • 'This sentence is Obstetrics and Gynecology'
132
  • 'This sentence is Oncology'
  • 'This sentence is Oncology'
133
  • 'This sentence is Ophthalmology'
  • 'This sentence is Ophthalmology'
134
  • 'This sentence is Orthopedics and Sports Medicine'
  • 'This sentence is Orthopedics and Sports Medicine'
135
  • 'This sentence is Otorhinolaryngology'
  • 'This sentence is Otorhinolaryngology'
136
  • 'This sentence is Pathology and Forensic Medicine'
  • 'This sentence is Pathology and Forensic Medicine'
137
  • 'This sentence is Pediatrics, Perinatology and Child Health'
  • 'This sentence is Pediatrics, Perinatology and Child Health'
138
  • 'This sentence is Pharmacology'
  • 'This sentence is Pharmacology'
139
  • 'This sentence is Psychiatry and Mental health'
  • 'This sentence is Psychiatry and Mental health'
140
  • 'This sentence is Public Health, Environmental and Occupational Health'
  • 'This sentence is Public Health, Environmental and Occupational Health'
141
  • 'This sentence is Pulmonary and Respiratory Medicine'
  • 'This sentence is Pulmonary and Respiratory Medicine'
142
  • 'This sentence is Radiology, Nuclear Medicine and Imaging'
  • 'This sentence is Radiology, Nuclear Medicine and Imaging'
143
  • 'This sentence is Rehabilitation'
  • 'This sentence is Rehabilitation'
144
  • 'This sentence is Reproductive Medicine'
  • 'This sentence is Reproductive Medicine'
145
  • 'This sentence is Rheumatology'
  • 'This sentence is Rheumatology'
146
  • 'This sentence is Surgery'
  • 'This sentence is Surgery'
147
  • 'This sentence is Urology'
  • 'This sentence is Urology'
148
  • 'This sentence is Cellular and Molecular Neuroscience'
  • 'This sentence is Cellular and Molecular Neuroscience'
149
  • 'This sentence is Cognitive Neuroscience'
  • 'This sentence is Cognitive Neuroscience'
150
  • 'This sentence is Developmental Neuroscience'
  • 'This sentence is Developmental Neuroscience'
151
  • 'This sentence is Endocrine and Autonomic Systems'
  • 'This sentence is Endocrine and Autonomic Systems'
152
  • 'This sentence is Sensory Systems'
  • 'This sentence is Sensory Systems'
153
  • 'This sentence is Nutrition and Dietetics'
  • 'This sentence is Nutrition and Dietetics'
154
  • 'This sentence is Pharmaceutical Science'
  • 'This sentence is Pharmaceutical Science'
155
  • 'This sentence is Toxicology'
  • 'This sentence is Toxicology'
156
  • 'This sentence is Astronomy and Astrophysics'
  • 'This sentence is Astronomy and Astrophysics'
157
  • 'This sentence is Condensed Matter Physics'
  • 'This sentence is Condensed Matter Physics'
158
  • 'This sentence is Nuclear and High Energy Physics'
  • 'This sentence is Nuclear and High Energy Physics'
159
  • 'This sentence is Atomic and Molecular Physics, and Optics'
  • 'This sentence is Atomic and Molecular Physics, and Optics'
160
  • 'This sentence is Radiation'
  • 'This sentence is Radiation'
161
  • 'This sentence is Statistical and Nonlinear Physics'
  • 'This sentence is Statistical and Nonlinear Physics'
162
  • 'This sentence is Applied Psychology'
  • 'This sentence is Applied Psychology'
163
  • 'This sentence is Clinical Psychology'
  • 'This sentence is Clinical Psychology'
164
  • 'This sentence is Developmental and Educational Psychology'
  • 'This sentence is Developmental and Educational Psychology'
165
  • 'This sentence is Experimental and Cognitive Psychology'
  • 'This sentence is Experimental and Cognitive Psychology'
166
  • 'This sentence is Social Psychology'
  • 'This sentence is Social Psychology'
167
  • 'This sentence is General Social Sciences'
  • 'This sentence is General Social Sciences'
168
  • 'This sentence is Development'
  • 'This sentence is Development'
169
  • 'This sentence is Education'
  • 'This sentence is Education'
170
  • 'This sentence is Geography, Planning and Development'
  • 'This sentence is Geography, Planning and Development'
171
  • 'This sentence is Health'
  • 'This sentence is Health'
172
  • 'This sentence is Law'
  • 'This sentence is Law'
173
  • 'This sentence is Linguistics and Language'
  • 'This sentence is Linguistics and Language'
174
  • 'This sentence is Safety Research'
  • 'This sentence is Safety Research'
175
  • 'This sentence is Sociology and Political Science'
  • 'This sentence is Sociology and Political Science'
176
  • 'This sentence is Transportation'
  • 'This sentence is Transportation'
177
  • 'This sentence is Anthropology'
  • 'This sentence is Anthropology'
178
  • 'This sentence is Communication'
  • 'This sentence is Communication'
179
  • 'This sentence is Cultural Studies'
  • 'This sentence is Cultural Studies'
180
  • 'This sentence is Demography'
  • 'This sentence is Demography'
181
  • 'This sentence is Gender Studies'
  • 'This sentence is Gender Studies'
182
  • 'This sentence is Political Science and International Relations'
  • 'This sentence is Political Science and International Relations'
183
  • 'This sentence is Urban Studies'
  • 'This sentence is Urban Studies'
184
  • 'This sentence is Small Animals'
  • 'This sentence is Small Animals'
185
  • 'This sentence is Oral Surgery'
  • 'This sentence is Oral Surgery'
186
  • 'This sentence is Periodontics'
  • 'This sentence is Periodontics'
187
  • 'This sentence is General Health Professions'
  • 'This sentence is General Health Professions'
188
  • 'This sentence is Emergency Medical Services'
  • 'This sentence is Emergency Medical Services'
189
  • 'This sentence is Health Information Management'
  • 'This sentence is Health Information Management'
190
  • 'This sentence is Occupational Therapy'
  • 'This sentence is Occupational Therapy'
191
  • 'This sentence is Pharmacy'
  • 'This sentence is Pharmacy'
192
  • 'This sentence is Physical Therapy, Sports Therapy and Rehabilitation'
  • 'This sentence is Physical Therapy, Sports Therapy and Rehabilitation'
193
  • 'This sentence is Speech and Hearing'
  • 'This sentence is Speech and Hearing'

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("This sentence is Finance")

Training Details

Training Set Metrics

Training set Min Median Max
Word count 4 5.5773 9
Label Training Sample Count
0 2
1 2
2 2
3 2
4 2
5 2
6 2
7 2
8 2
9 2
10 2
11 2
12 2
13 2
14 2
15 2
16 2
17 2
18 2
19 2
20 2
21 2
22 2
23 2
24 2
25 2
26 2
27 2
28 2
29 2
30 2
31 2
32 2
33 2
34 2
35 2
36 2
37 2
38 2
39 2
40 2
41 2
42 2
43 2
44 2
45 2
46 2
47 2
48 2
49 2
50 2
51 2
52 2
53 2
54 2
55 2
56 2
57 2
58 2
59 2
60 2
61 2
62 2
63 2
64 2
65 2
66 2
67 2
68 2
69 2
70 2
71 2
72 2
73 2
74 2
75 2
76 2
77 2
78 2
79 2
80 2
81 2
82 2
83 2
84 2
85 2
86 2
87 2
88 2
89 2
90 2
91 2
92 2
93 2
94 2
95 2
96 2
97 2
98 2
99 2
100 2
101 2
102 2
103 2
104 2
105 2
106 2
107 2
108 2
109 2
110 2
111 2
112 2
113 2
114 2
115 2
116 2
117 2
118 2
119 2
120 2
121 2
122 2
123 2
124 2
125 2
126 2
127 2
128 2
129 2
130 2
131 2
132 2
133 2
134 2
135 2
136 2
137 2
138 2
139 2
140 2
141 2
142 2
143 2
144 2
145 2
146 2
147 2
148 2
149 2
150 2
151 2
152 2
153 2
154 2
155 2
156 2
157 2
158 2
159 2
160 2
161 2
162 2
163 2
164 2
165 2
166 2
167 2
168 2
169 2
170 2
171 2
172 2
173 2
174 2
175 2
176 2
177 2
178 2
179 2
180 2
181 2
182 2
183 2
184 2
185 2
186 2
187 2
188 2
189 2
190 2
191 2
192 2
193 2

Training Hyperparameters

  • batch_size: (64, 64)
  • num_epochs: (1, 1)
  • 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
  • eval_max_steps: -1
  • load_best_model_at_end: False

Training Results

Epoch Step Training Loss Validation Loss
0.0004 1 0.1912 -
0.0214 50 0.1436 -
0.0427 100 0.0512 -
0.0641 150 0.0366 -
0.0854 200 0.0294 -
0.1068 250 0.0261 -
0.1282 300 0.0233 -
0.1495 350 0.0209 -
0.1709 400 0.0198 -
0.1922 450 0.0192 -
0.2136 500 0.0184 -
0.2349 550 0.0172 -
0.2563 600 0.0166 -
0.2777 650 0.0157 -
0.2990 700 0.0174 -
0.3204 750 0.0149 -
0.3417 800 0.0155 -
0.3631 850 0.0147 -
0.3845 900 0.0139 -
0.4058 950 0.0144 -
0.4272 1000 0.013 -
0.4485 1050 0.0143 -
0.4699 1100 0.0135 -
0.4912 1150 0.0126 -
0.5126 1200 0.0135 -
0.5340 1250 0.0139 -
0.5553 1300 0.0133 -
0.5767 1350 0.0127 -
0.5980 1400 0.0114 -
0.6194 1450 0.012 -
0.6408 1500 0.0127 -
0.6621 1550 0.0124 -
0.6835 1600 0.0117 -
0.7048 1650 0.0128 -
0.7262 1700 0.0116 -
0.7475 1750 0.0116 -
0.7689 1800 0.0123 -
0.7903 1850 0.0116 -
0.8116 1900 0.0114 -
0.8330 1950 0.0122 -
0.8543 2000 0.0119 -
0.8757 2050 0.0122 -
0.8971 2100 0.0116 -
0.9184 2150 0.0119 -
0.9398 2200 0.0112 -
0.9611 2250 0.0121 -
0.9825 2300 0.0109 -

Framework Versions

  • Python: 3.10.11
  • SetFit: 1.1.1
  • Sentence Transformers: 3.3.1
  • Transformers: 4.48.1
  • PyTorch: 2.5.1+cpu
  • Datasets: 3.2.0
  • Tokenizers: 0.21.0

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}
}
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