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--- |
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library_name: setfit |
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tags: |
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- setfit |
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- sentence-transformers |
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- text-classification |
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- generated_from_setfit_trainer |
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metrics: |
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- accuracy |
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widget: |
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- text: Tiong Bahru Plaza, DDC-L2-5, AHU-L2-03 trip alarm |
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- text: 'Tiong Bahru Plaza, DDC L4-1, PAU-L4-03 supply air temperature (Units: °C).2' |
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- text: Tiong Bahru Plaza, DDC-L20, AHU 20-1 VSD CONTROL |
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- text: 'Tiong Bahru Plaza, VAV 19-7, Discharge Air Flow (Units: m3/h)' |
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- text: Tiong Bahru Plaza, DDC-L2-5, PAU-L2-02 VSD control |
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pipeline_tag: text-classification |
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inference: true |
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base_model: sentence-transformers/paraphrase-MiniLM-L3-v2 |
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model-index: |
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- name: SetFit with sentence-transformers/paraphrase-MiniLM-L3-v2 |
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results: |
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- task: |
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type: text-classification |
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name: Text Classification |
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dataset: |
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name: Unknown |
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type: unknown |
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split: test |
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metrics: |
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- type: accuracy |
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value: 0.9863861386138614 |
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name: Accuracy |
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--- |
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# SetFit with sentence-transformers/paraphrase-MiniLM-L3-v2 |
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This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-MiniLM-L3-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L3-v2) 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. |
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The model has been trained using an efficient few-shot learning technique that involves: |
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1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning. |
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2. Training a classification head with features from the fine-tuned Sentence Transformer. |
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## Model Details |
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### Model Description |
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- **Model Type:** SetFit |
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- **Sentence Transformer body:** [sentence-transformers/paraphrase-MiniLM-L3-v2](https://huggingface.co/sentence-transformers/paraphrase-MiniLM-L3-v2) |
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- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance |
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- **Maximum Sequence Length:** 128 tokens |
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- **Number of Classes:** 44 classes |
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<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) --> |
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<!-- - **Language:** Unknown --> |
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<!-- - **License:** Unknown --> |
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### Model Sources |
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- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit) |
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- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055) |
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- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit) |
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### Model Labels |
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| Label | Examples | |
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|:------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| |
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| 28 | <ul><li>'Tiong Bahru Plaza, UC800_102002_Chiller_2, Chilled Water Flow'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 1 CHW Flowrate'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHW Flowrate'</li></ul> | |
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| 33 | <ul><li>'Tiong Bahru Plaza, UC800_102005, Cond Water Flow'</li><li>'Tiong Bahru Plaza, UC800_102005, Condenser Water Flow'</li><li>'Tiong Bahru Plaza, UC800_102004, Condenser Water Flow'</li></ul> | |
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| 2 | <ul><li>'Tiong Bahru Plaza, DDC-L6, AHU 4-1 FAD Feedback'</li><li>'Tiong Bahru Plaza, DDC-L2-2, AHU-L2-05 FAD feedback'</li><li>'Tiong Bahru Plaza, DDC L14-1, AHU 13-1 FAD Feedback'</li></ul> | |
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| 42 | <ul><li>'Tiong Bahru Plaza, UC800_102004, Cond Leaving Water Temp (Units: °C)'</li><li>'Tiong Bahru Plaza, UC800_102004, Cond Leaving Water Temp (Units: °C)'</li><li>'Tiong Bahru Plaza, UC800_102005, Cond Entering Water Temp (Units: °C)'</li></ul> | |
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| 31 | <ul><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWR Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Head CWR Temp'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWR Temp'</li></ul> | |
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| 9 | <ul><li>'Tiong Bahru Plaza, DDC L4-1, PAU-L4-02 supply air temperature (Units: °C).2'</li><li>'Tiong Bahru Plaza, DDC-L1-4, PAU-L1-05 supply air temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, DDC-L1-4, PAU-L1-03 supply air temperature (Units: °C)'</li></ul> | |
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| 1 | <ul><li>'Tiong Bahru Plaza, DDC L4-1, PAU-L4-02 static pressure (Units: Pa)'</li><li>'Tiong Bahru Plaza, DDC-L2-5, PAU-L2-02 static pressure (Units: Pa)'</li><li>'Tiong Bahru Plaza, DDC-L1-4, PAU-L1-05 Static pressure (Units: Pa)'</li></ul> | |
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| 25 | <ul><li>'Tiong Bahru Plaza, DDC-L1-3, AHU-L2-02 VSD control'</li><li>'Tiong Bahru Plaza, DDC-L2-5, PAU-L2-04 VSD control'</li><li>'Tiong Bahru Plaza, DDC-L3-2, AHU-6-2A VSD control'</li></ul> | |
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| 12 | <ul><li>'Tiong Bahru Plaza, DDC-9-1, AHU 8-1 On/Off Status'</li><li>'Tiong Bahru Plaza, DDC-9-1, AHU 7-1 On/Off Status'</li><li>'Tiong Bahru Plaza, DDC-L1-5, PAU-L1-06 on/off status'</li></ul> | |
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| 8 | <ul><li>'Tiong Bahru Plaza, DDC-L1-3, AHU-L1-02 returm air temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, DDC-L1-1, AHU-L1-01 returm air temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, DDC L2-4, AHU L2-04 returm air temperature (Units: °C)'</li></ul> | |
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| 24 | <ul><li>'Tiong Bahru Plaza, DDC-L20, PAHU TR-1 TEMPERATURE (Units: °C)'</li></ul> | |
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| 13 | <ul><li>'Tiong Bahru Plaza, DDC-L17, AHU 17-1 Smoke Alarm'</li><li>'Tiong Bahru Plaza, DDC-9-1, AHU 9-1 Smoke Alarm'</li><li>'Tiong Bahru Plaza, DDC-B1-6, AHU-B1-1 Smoke Alarm'</li></ul> | |
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| 30 | <ul><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Head CWS Temp'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWS Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWS Temp'</li></ul> | |
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| 5 | <ul><li>'Tiong Bahru Plaza, DDC-L20, AHU 19-1 OCT (Units: °C)'</li><li>'Tiong Bahru Plaza, DDC-L17, AHU 16-1 OCT (Units: °C)'</li><li>'Tiong Bahru Plaza, DDC L14-1, AHU 13-1 OCT (Units: °C)'</li></ul> | |
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| 43 | <ul><li>'Tiong Bahru Plaza, VAV 19-11, Air Valve Position (Units: %)'</li><li>'Tiong Bahru Plaza, VAV 19-13, Air Valve Position (Units: %)'</li><li>'Tiong Bahru Plaza, VAV 19-16, Air Valve Position (Units: %)'</li></ul> | |
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| 14 | <ul><li>'Tiong Bahru Plaza, DDC-L1-5, AHU-L3-04A trip alarm'</li><li>'Tiong Bahru Plaza, DDC-9-1, AHU 9-1 Trip Alarm'</li><li>'Tiong Bahru Plaza, DDC-L17, AHU 16-1 Trip Alarm'</li></ul> | |
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| 36 | <ul><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 3 CHWR Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWR Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 3 CWR Temperature'</li></ul> | |
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| 34 | <ul><li>'Tiong Bahru Plaza, UC800_3, Operating Mode'</li><li>'Tiong Bahru Plaza, UC800_101001_Chiller_1, Operating Mode'</li><li>'CT 3-1 Switch Mode'</li></ul> | |
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| 18 | <ul><li>'Tiong Bahru Plaza, DDC-L2-5, PAU-L2-04 switch mode'</li><li>'Tiong Bahru Plaza, DDC-L3-3, AHU-L3-1 switch mode'</li><li>'Tiong Bahru Plaza, DDC L2-4, AHU L2-04 switch mode'</li></ul> | |
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| 6 | <ul><li>'Tiong Bahru Plaza, DDC-L17, AHU 16-1 Valve Control (Units: %)'</li><li>'Tiong Bahru Plaza, DDC-L20, AHU 20-1 VALVE CONTROL (Units: %)'</li><li>'Tiong Bahru Plaza, DDC L12, AHU 10-1 VALVE CONTROL (Units: %)'</li></ul> | |
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| 17 | <ul><li>'Tiong Bahru Plaza, VAV 19-12, Discharge Air Temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, VAV 19-15, Discharge Air Temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, VAV 19-7, Discharge Air Temperature (Units: °C)'</li></ul> | |
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| 0 | <ul><li>'Tiong Bahru Plaza, DDC L14-1, AHU 13-1 CO2 Reading (Units: ppm).1'</li><li>'Tiong Bahru Plaza, DDC-L1-5, AHU-L3-04A CO2 sensor reading (Units: ppm)'</li><li>'Tiong Bahru Plaza, DDC-L20, Co2 Level 18'</li></ul> | |
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| 29 | <ul><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWR Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWR Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWR Temp'</li></ul> | |
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| 15 | <ul><li>'Tiong Bahru Plaza, VAV 19-6, Space Temperature (Units: °C).1'</li><li>'Tiong Bahru Plaza, VAV-19-3, Space Temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, VAV 19-17A, Space Temperature (Units: °C)'</li></ul> | |
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| 11 | <ul><li>'DDC-CH-3:CH 3 Start/Stop Control'</li><li>'Tiong Bahru Plaza, DDC-L1-4, PAU-L1-05 Start/Stop Control'</li><li>'Tiong Bahru Plaza, DDC L14-1, AHU12-1 Start/Stop'</li></ul> | |
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| 32 | <ul><li>'Tiong Bahru Plaza, UC800_101001_Chiller_1, Chilled Water Flow'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 4 CHW Flowrate'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 3 CHW Flowrate'</li></ul> | |
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| 27 | <ul><li>'Tiong Bahru Plaza, LSB-U4-1, Active Power kW'</li><li>'Tiong Bahru Plaza, MB-1-S2, Active Power kW'</li><li>'Tiong Bahru Plaza, MB-1-S3, Active Power kW'</li></ul> | |
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| 41 | <ul><li>' Chiller SC:Header Differential Pressure'</li></ul> | |
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| 40 | <ul><li>'Wet Bulb Temperature'</li></ul> | |
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| 3 | <ul><li>'Tiong Bahru Plaza, DDC-L6, AHU 4-1 FAD Control'</li><li>'Tiong Bahru Plaza, DDC-L20, L20 Fresh air damper control (Units: %)'</li><li>'Tiong Bahru Plaza, DDC-L2-2, AHU-L2-05 FAD control (Units: %)'</li></ul> | |
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| 22 | <ul><li>'Tiong Bahru Plaza, VAV 19-2, Active Setpoint (Units: °C)'</li><li>'Tiong Bahru Plaza, VAV 18-17, Active Setpoint (Units: °C)'</li><li>'Tiong Bahru Plaza, VAV 19-16, Active Setpoint (Units: °C)'</li></ul> | |
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| 21 | <ul><li>'Tiong Bahru Plaza, VAV 19-19, Air Flow Setpoint Active (Units: m3/h)'</li><li>'Tiong Bahru Plaza, VAV 19-22, Air Flow Setpoint Active (Units: m3/h)'</li><li>'Tiong Bahru Plaza, VAV 19-9, Air Flow Setpoint Active (Units: m3/h)'</li></ul> | |
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| 26 | <ul><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWS Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWS Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWS Temp'</li></ul> | |
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| 23 | <ul><li>'Tiong Bahru Plaza, DDC B1-3, Pau-B1-02-DP Sensor'</li></ul> | |
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| 16 | <ul><li>'Tiong Bahru Plaza, VAV 19-9, Discharge Air Flow (Units: m3/h)'</li><li>'Tiong Bahru Plaza, VAV 19-18, Discharge Air Flow (Units: m3/h)'</li><li>'Tiong Bahru Plaza, VAV 19-15, Discharge Air Flow (Units: m3/h)'</li></ul> | |
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| 39 | <ul><li>'Tiong Bahru Plaza, UC800_3, Evaporator Refrigerant Pressure - Circuit 1 (Units: Pa)'</li><li>'Tiong Bahru Plaza, UC800_102002_Chiller_2, Evaporator Refrigerant Pressure - Circuit 1 (Units: Pa)'</li><li>'Tiong Bahru Plaza, UC800_101001_Chiller_1, Evaporator Refrigerant Pressure - Circuit 1 (Units: Pa)'</li></ul> | |
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| 7 | <ul><li>'Tiong Bahru Plaza, DDC L4-1, PAU-L4-02 modulating valve feedback (Units: %).3'</li><li>'Tiong Bahru Plaza, DDC-L2-2, AHU-L2-05 modulating valve feedback'</li><li>'Tiong Bahru Plaza, DDC B1-4, PAU-B1-1 modulating valve feedback'</li></ul> | |
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| 37 | <ul><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 4 CWS Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWS Temperature'</li><li>'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 3 CWS Temperature'</li></ul> | |
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| 20 | <ul><li>'Tiong Bahru Plaza, DDC_L4-3, Outdoor temperature (Units: °C)'</li><li>'Tiong Bahru Plaza, DDC_L4-3, Outdoor temperature (Units: °C).2'</li><li>'Tiong Bahru Plaza, DDC_L4-3, Outdoor temperature (Units: °C).1'</li></ul> | |
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| 35 | <ul><li>'Tiong Bahru Plaza, UC800_102002_Chiller_2, Condenser Saturated Refrigerant Temperature Circuit 1 (Units: °C)'</li><li>'Tiong Bahru Plaza, UC800_3, Condenser Saturated Refrigerant Temperature Circuit 1 (Units: °C)'</li><li>'Tiong Bahru Plaza, UC800_102002_Chiller_2, Evaporator Saturated Refrigerant Temperature - Circuit 1 (Units: °C)'</li></ul> | |
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| 4 | <ul><li>'Tiong Bahru Plaza, DDC-9-1, AHU 9-1 Flow'</li><li>'Tiong Bahru Plaza, DDC-L6, AHU 5-3 Flow'</li><li>'Tiong Bahru Plaza, DDC-L6, AHU 4-1 Flow'</li></ul> | |
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| 19 | <ul><li>'Tiong Bahru Plaza, DDC_L4-3, Outdoor humidity (Units: %).2'</li><li>'Tiong Bahru Plaza, DDC_L4-3, Outdoor humidity (Units: %)'</li><li>'Tiong Bahru Plaza, DDC_L4-3, Outdoor humidity (Units: %).1'</li></ul> | |
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| 38 | <ul><li>'Tiong Bahru Plaza, UC800_3, Entering Condenser Water (Units: °C)'</li><li>'Tiong Bahru Plaza, UC800_102002_Chiller_2, Entering Condenser Water (Units: °C)'</li><li>'Tiong Bahru Plaza, UC800_101001_Chiller_1, Entering Condenser Water (Units: °C)'</li></ul> | |
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| 10 | <ul><li>'Tiong Bahru Plaza, DDC-L1-3, AHU-L2-02 VSD feedback'</li><li>'DDC-CH-3:CWP 3 VSD Feedback'</li><li>'Tiong Bahru Plaza, DDC-L2-8, PAU-L2-03 VSD feedback'</li></ul> | |
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## Evaluation |
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### Metrics |
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| Label | Accuracy | |
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|:--------|:---------| |
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| **all** | 0.9864 | |
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## Uses |
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### Direct Use for Inference |
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First install the SetFit library: |
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```bash |
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pip install setfit |
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``` |
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Then you can load this model and run inference. |
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```python |
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from setfit import SetFitModel |
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# Download from the 🤗 Hub |
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model = SetFitModel.from_pretrained("Varun1010/all-MiniLM-L6-v2-polaris-more") |
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# Run inference |
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preds = model("Tiong Bahru Plaza, DDC-L20, AHU 20-1 VSD CONTROL") |
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``` |
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<!-- |
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### Downstream Use |
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*List how someone could finetune this model on their own dataset.* |
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<!-- |
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### Out-of-Scope Use |
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*List how the model may foreseeably be misused and address what users ought not to do with the model.* |
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<!-- |
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## Bias, Risks and Limitations |
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*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.* |
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<!-- |
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### Recommendations |
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*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.* |
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## Training Details |
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### Training Set Metrics |
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| Training set | Min | Median | Max | |
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|:-------------|:----|:-------|:----| |
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| Word count | 3 | 8.7134 | 13 | |
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| Label | Training Sample Count | |
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|:------|:----------------------| |
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| 0 | 4 | |
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| 1 | 4 | |
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| 2 | 4 | |
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| 3 | 4 | |
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| 4 | 4 | |
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| 5 | 4 | |
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| 6 | 4 | |
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| 7 | 4 | |
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| 8 | 4 | |
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| 9 | 4 | |
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| 10 | 4 | |
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| 11 | 4 | |
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| 12 | 4 | |
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| 13 | 4 | |
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| 14 | 4 | |
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| 15 | 4 | |
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| 16 | 4 | |
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| 17 | 4 | |
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| 18 | 4 | |
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| 19 | 3 | |
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| 20 | 3 | |
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| 21 | 4 | |
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| 22 | 4 | |
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| 23 | 1 | |
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| 24 | 1 | |
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| 25 | 4 | |
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| 26 | 4 | |
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| 27 | 4 | |
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| 28 | 4 | |
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| 29 | 4 | |
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| 30 | 3 | |
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| 31 | 3 | |
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| 32 | 4 | |
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| 33 | 4 | |
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| 34 | 4 | |
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| 35 | 4 | |
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| 36 | 4 | |
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| 37 | 4 | |
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| 38 | 3 | |
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| 39 | 3 | |
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| 40 | 1 | |
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| 41 | 1 | |
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| 42 | 3 | |
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| 43 | 4 | |
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### Training Hyperparameters |
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- batch_size: (64, 64) |
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- num_epochs: (5, 5) |
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- max_steps: -1 |
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- sampling_strategy: oversampling |
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- body_learning_rate: (2e-05, 1e-05) |
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- head_learning_rate: 0.01 |
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- loss: CosineSimilarityLoss |
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- distance_metric: cosine_distance |
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- margin: 0.25 |
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- end_to_end: False |
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- use_amp: False |
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- warmup_proportion: 0.1 |
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- seed: 42 |
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- eval_max_steps: -1 |
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- load_best_model_at_end: False |
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### Training Results |
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| Epoch | Step | Training Loss | Validation Loss | |
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|:------:|:----:|:-------------:|:---------------:| |
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| 0.0027 | 1 | 0.1538 | - | |
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| 0.1330 | 50 | 0.0495 | - | |
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| 0.2660 | 100 | 0.0655 | - | |
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| 0.3989 | 150 | 0.0336 | - | |
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| 0.5319 | 200 | 0.0282 | - | |
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| 0.6649 | 250 | 0.0207 | - | |
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| 0.7979 | 300 | 0.0184 | - | |
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| 0.9309 | 350 | 0.0163 | - | |
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| 1.0638 | 400 | 0.0088 | - | |
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| 1.1968 | 450 | 0.0307 | - | |
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| 1.3298 | 500 | 0.0153 | - | |
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| 1.4628 | 550 | 0.0079 | - | |
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| 1.5957 | 600 | 0.02 | - | |
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| 1.7287 | 650 | 0.0165 | - | |
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| 1.8617 | 700 | 0.0087 | - | |
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| 1.9947 | 750 | 0.0236 | - | |
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| 2.1277 | 800 | 0.0108 | - | |
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| 2.2606 | 850 | 0.0071 | - | |
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| 2.3936 | 900 | 0.0137 | - | |
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| 2.5266 | 950 | 0.0104 | - | |
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| 2.6596 | 1000 | 0.0054 | - | |
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| 2.7926 | 1050 | 0.0058 | - | |
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| 2.9255 | 1100 | 0.0052 | - | |
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| 3.0585 | 1150 | 0.0053 | - | |
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| 3.1915 | 1200 | 0.004 | - | |
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| 3.3245 | 1250 | 0.0047 | - | |
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| 3.4574 | 1300 | 0.0176 | - | |
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| 3.5904 | 1350 | 0.0046 | - | |
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| 3.7234 | 1400 | 0.0139 | - | |
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| 3.8564 | 1450 | 0.0043 | - | |
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| 3.9894 | 1500 | 0.0042 | - | |
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| 4.1223 | 1550 | 0.0112 | - | |
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| 4.2553 | 1600 | 0.0091 | - | |
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| 4.3883 | 1650 | 0.0045 | - | |
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| 4.5213 | 1700 | 0.009 | - | |
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| 4.6543 | 1750 | 0.0097 | - | |
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| 4.7872 | 1800 | 0.0049 | - | |
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| 4.9202 | 1850 | 0.0036 | - | |
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### Framework Versions |
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- Python: 3.10.12 |
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- SetFit: 1.0.3 |
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- Sentence Transformers: 2.6.1 |
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- Transformers: 4.38.2 |
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- PyTorch: 2.2.1+cu121 |
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- Datasets: 2.18.0 |
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- Tokenizers: 0.15.2 |
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## Citation |
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### BibTeX |
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```bibtex |
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@article{https://doi.org/10.48550/arxiv.2209.11055, |
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doi = {10.48550/ARXIV.2209.11055}, |
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url = {https://arxiv.org/abs/2209.11055}, |
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author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren}, |
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keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences}, |
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title = {Efficient Few-Shot Learning Without Prompts}, |
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publisher = {arXiv}, |
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year = {2022}, |
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copyright = {Creative Commons Attribution 4.0 International} |
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} |
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``` |
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## Glossary |
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*Clearly define terms in order to be accessible across audiences.* |
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## Model Card Authors |
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*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.* |
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## Model Card Contact |
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*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.* |
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