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snowdere/
trainer_topic

Name: trainer_topic
Rating: 2.5 (15 reviews)

setfit

safetensors

bert

sentence-transformers

text-classification

generated_from_setfit_trainer

2209.11055

sentence-transformers/all-MiniLM-L6-v2

finetune

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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:

Fine-tuning a Sentence Transformer with contrastive learning.
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: 106 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
0	'Federal Reserve Announces Key Interest Rate Decision in Latest Monetary Policy Meeting' 'Central Bank Implements New Monetary Policy Measures to Stimulate Economic Growth' 'Inflation Concerns Prompt Central Bank to Consider Adjusting Monetary Policy Tools'
1	'Government Announces New Fiscal Policy Measures to Boost Economy' 'Experts Analyze the Impact of Fiscal Policy on Inflation Rates' 'Fiscal Policy Changes Expected to Affect Stock Market Performance'
2	'Global Economic Growth Forecasted to Reach 5% in the Next Quarter' 'Tech Sector Drives Economic Growth with Innovation and Investment' 'Emerging Markets Show Promising Signs of Economic Growth'
3	'Inflation hits a 30-year high, causing concerns for consumers' 'Inflation rates hit a 10-year high, causing concern among consumers' 'Experts predict continued rise in inflation for the next quarter'
4	'Federal Reserve Raises Interest Rates for the First Time in a Year' "Global Markets React to Central Bank's Interest Rate Decision" 'How Rising Interest Rates Could Impact Mortgage Rates'
5	'Understanding the Phases of Business Cycles: Expansion, Peak, Contraction, Trough' 'How Business Cycles Impact Economic Growth and Employment Rates' 'Analyzing the Role of Government Policies in Influencing Business Cycles'
6	'Government Debt Reaches Record High Amid Economic Challenges' 'Experts Warn of Growing Government Deficit in the Coming Years' 'Strategies to Tackle Rising Government Debt and Deficit Discussed in Congress'
7	'Federal Reserve announces new round of quantitative easing to boost economy' 'Understanding the impact of quantitative easing on financial markets' 'Experts debate the effectiveness of quantitative easing as a monetary policy tool'
8	'Understanding the Mechanisms of Monetary Policy Transmission in the Economy' "Central Banks' Tools for Effective Monetary Policy Transmission Explained" 'The Impact of Monetary Policy Transmission on Interest Rates and Inflation'
9	'Global Trade War Escalates as Tariffs Increase Between Major Economies' 'International Trade Agreements Under Scrutiny Amid Rising Tensions' 'Brexit Impacting Global Trade Dynamics, Uncertainty Looms'
10	'Emerging Economies Show Resilience Amid Global Uncertainty' 'Investors Flock to Emerging Economies for Growth Opportunities' 'Technology Innovation Drives Growth in Emerging Economies'
11	'IMF Calls for Reform of International Monetary System to Address Global Economic Challenges' 'G20 Leaders Discuss Changes to International Monetary System at Summit Meeting' 'Experts Predict Shift in International Monetary System Amidst Economic Uncertainty'
12	'Global Stock Markets Experience Volatility Amid Economic Uncertainty' 'International Banking Sector Faces Regulatory Challenges in Multiple Countries' 'Currency Exchange Rates Fluctuate as Global Trade Tensions Rise'
13	'New Trade Agreement Signed Between Countries A and B' 'Global Trade Deal Reached After Lengthy Negotiations' 'Trade Agreement Benefits Both Economies, Experts Say'
14	'Global FDI Trends: Insights and Analysis' 'Rising Competition for Foreign Direct Investment' 'Key Factors Influencing FDI Flows in 2021'
15	'Global Migration Trends: How Remittances Impact Sending and Receiving Countries' 'The Role of Remittances in Economic Development of Developing Nations' 'Migration Policies and Their Impact on Remittance Flows'
16	'US Imposes New Economic Sanctions on Iran in Response to Nuclear Program' 'European Union Extends Embargo on Arms Sales to Venezuela' 'Russia Faces Economic Sanctions from Western Countries Over Ukraine Conflict'
17	'Foreign Exchange Markets Experience Volatility Amid Global Economic Uncertainty' 'Investors Turn to Safe-Haven Currencies in Foreign Exchange Markets' 'Central Banks Intervene to Stabilize Foreign Exchange Markets'
18	'Renewable Energy Sources on the Rise: A Look at the Future of Energy Generation' 'Oil Prices Soar Amid Global Supply Concerns and Rising Demand' 'Mining Industry Faces Challenges in Sustainable Resource Extraction Practices'
19	'New Breakthrough Drug Shows Promise in Treating Cancer Patients' 'Healthcare Industry Braces for Impact of FDA Drug Approval Delays' 'Pharmaceutical Company Announces Recall of Blood Pressure Medication'
20	'Home prices soar to record highs in major cities across the country' 'Real estate market experiences a surge in demand as buyers look for larger homes' 'Housing inventory reaches all-time low, driving up competition among buyers'
21	'Consumer Spending Reaches Record High in Q3 of 2021' 'Retail Sales Surge as Consumers Return to Shopping in Stores' 'Online Retailers See Boost in Sales as E-Commerce Gains Popularity'
22	'Global Manufacturing Sector Sees Growth in Industrial Production' 'New Technologies Revolutionize Manufacturing Processes' 'Factory Automation on the Rise in Industrial Production Sector'
23	'Global Shipping Industry Faces Supply Chain Challenges Amidst Pandemic' 'Rise of Autonomous Vehicles Revolutionizing Transportation Sector' 'Logistics Companies Embrace Digitalization for Enhanced Efficiency'
24	'Telecommunications Giant Announces Plans for 5G Expansion' 'Internet Service Providers Face Criticism for Slow Speeds and Unreliable Connections' 'Telecom Companies Invest Billions in Infrastructure Upgrades to Support Increased Demand'
25	'Global Tourism Industry Sees Recovery as Travel Restrictions Ease' 'Hospitality Sector Adapts to New Health and Safety Standards Post-Pandemic' 'Top Destinations for Eco-Friendly Tourism in 2022 Revealed'
26	'Global Food Security Concerns Rise as Climate Change Impacts Agriculture' 'Organic Farming Practices on the Rise for Sustainable Food Production' 'New Technology Aims to Revolutionize Agriculture Industry'
27	'SpaceX Successfully Launches New Satellite into Orbit' 'Boeing Wins Multi-Billion Dollar Contract for Military Aircraft' 'Lockheed Martin Develops Advanced Radar Technology for Defense Systems'
28	'New Legislation Aims to Improve Accessibility of Public Utilities' 'Water Conservation Efforts in Urban Areas Yield Positive Results' 'Electricity Grid Upgrades to Enhance Reliability and Efficiency'
29	'Global Mining Industry Faces Challenges Amid Rising Demand for Resources' 'New Extraction Technologies Revolutionize Mining Practices' 'Environmental Concerns Mount as Mining Activities Expand'
30	'New Breakthrough in Sustainable Chemical Production Discovered' 'Materials Scientists Develop Advanced Nanomaterial for Energy Storage' 'Chemical Industry Forecasted to Experience Rapid Growth in Coming Years'
31	'Global Demand for Paper Products on the Rise, Boosting Forestry Industry' 'Deforestation Concerns Prompt Calls for Sustainable Forestry Practices' 'Paper Recycling Rates Reach All-Time High, Impacting Paper Products Market'
32	'New Study Shows Benefits of Sustainable Fishing Practices' 'Aquaculture Industry Sees Record Growth in Production' 'Fishermen Struggle with Declining Fish Stocks'
33	'Global Textile Industry Sees Surge in Demand for Sustainable Fabrics' 'Fashion Brands Embrace Circular Economy Practices in Apparel Production' 'Textile Innovations Revolutionize the Performance Wear Market'
34	'Luxury Brands Report Record Sales Despite Economic Challenges' 'Demand for High-End Fashion and Accessories Soars in Global Markets' 'Luxury Travel Industry Sees Surge in Bookings as Restrictions Ease'
35	'New Superstar Joins Major League Soccer Team' 'Celebrity Couple Announces Surprise Engagement' 'Boxing Champion Set to Defend Title in Upcoming Match'
36	'Digital Transformation in Media and Publishing: Trends and Challenges' 'Big Changes Coming to the Publishing Industry: What to Expect' 'The Future of Media: Innovations Reshaping the Industry'
37	'Top Trends in Education Services for 2021' 'How Education Services Are Adapting to Remote Learning Challenges' 'The Future of Online Education Services: Opportunities and Challenges'
38	'Top Trends in Consulting and Business Services for 2021 Revealed' 'How Consulting Firms Are Adapting to the Remote Work Environment' 'The Impact of Digital Transformation on Business Consulting Services'
39	'New Regulations Impacting Legal Services Industry Announced' 'Top Law Firms Facing Scrutiny Over Compliance Issues' 'Changes in Legal Services Market Demand Regulatory Adaptations'
40	'New Recycling Program Aims to Reduce Waste in Local Communities' 'Innovative Technology Revolutionizing Waste Management Practices' 'Government Initiatives Encourage Sustainable Recycling Efforts'
41	'Artificial Intelligence: The Future of Technology' 'How AI is Revolutionizing Industries Across the Globe' 'The Ethics of Artificial Intelligence: A Deep Dive'
42	'New AI-powered robotic arm revolutionizes manufacturing industry' 'Robotics and Automation Expo showcases cutting-edge technology advancements' 'Automation in agriculture: How robots are transforming farming practices'
43	'Major Data Breach Exposes Millions of User Records' 'Cybersecurity Threats on the Rise: How to Protect Your Data' 'Government Agencies Implementing New Cybersecurity Measures'
44	'Bitcoin Surpasses $50,000 Mark, Setting New Record High' 'Ethereum Hits All-Time High Amidst Bullish Market Trends' 'Investors Flock to Cryptocurrency as Traditional Markets Remain Volatile'
45	'Quantum Computing Breakthrough: New Algorithm Solves Cryptography Challenges Faster' 'The Future of Cryptography: How Quantum Computing Is Shaping Security Measures' 'Quantum Supremacy Achieved in Cryptography: What It Means for Data Encryption'
46	'New AI technology revolutionizes healthcare industry' 'Tech giants collaborate to develop cutting-edge quantum computing technology' 'Innovative startups disrupt traditional industries with blockchain solutions'
47	'Global tech giants battle over patent infringement in court' 'New patent law changes spark debate among legal experts' 'Intellectual property rights under scrutiny in latest trade negotiations'
48	'Breakthrough in Nanotechnology: New Material Enhances Solar Cell Efficiency by 30%' 'Researchers Develop Self-Healing Nanomaterials for Sustainable Infrastructure' 'Nanotechnology Revolutionizing Drug Delivery Systems for Targeted Therapy'
49	'SpaceX Launches New Commercial Satellite into Orbit' 'NASA Partners with Private Companies for Lunar Exploration Mission' 'Virgin Galactic Plans First Space Tourist Flight for Next Year'
50	'Renewable Energy Sector Sees Record Investments in 2021' 'Solar Power Surpasses Coal in Energy Generation for the First Time' 'New Breakthrough in Wind Turbine Technology Increases Efficiency by 20%'
51	'The Impact of Digital Economy on Global Markets' 'Emerging Trends in the Digital Economy Sector' 'How Digital Transformation is Reshaping the Economy'
52	'How FinTech is Revolutionizing the Banking Industry' 'The Future of Payments: FinTech Innovations to Watch Out For' 'Top FinTech Startups Making Waves in the Industry'
53	'The Rise of Robo-Advisors in Financial Planning' 'How Robo-Advisors Are Disrupting the Investment Industry' 'Robo-Advisors: The Future of Wealth Management'
54	'Regulators Crack Down on High-Frequency Trading Practices' 'High-Frequency Trading Firms Face Increased Scrutiny from Authorities' 'The Impact of High-Frequency Trading on Stock Market Volatility'
55	'The Rise of Algorithmic Trading in Financial Markets' 'How Algorithmic Trading Is Changing the Game for Investors' 'Exploring the Impact of Algorithms on Stock Market Volatility'
56	'New Study Shows Positive Impact of Renewable Energy on Environmental Sustainability' 'Global Efforts to Combat Climate Change and Promote Environmental Sustainability' 'Companies Embracing Eco-Friendly Practices for Environmental Sustainability'
57	'Scientists Warn of Irreversible Climate Change Impact by 2030' 'Global Leaders Take Action to Combat Climate Crisis at COP26 Summit' 'Rising Sea Levels Threaten Coastal Cities Due to Climate Change'
58	'Income Inequality Widens as Wealth Gap Grows' 'Report Shows Income Inequality at Record High' 'Rising Income Inequality Sparks Debate in Congress'
59	'Major corporations face backlash over human rights violations in supply chains' 'Businesses under scrutiny for exploiting labor in developing countries' 'New report highlights the intersection of human rights and corporate responsibility'
60	'Government Announces New Initiative to Combat Poverty and Hunger' 'Non-Profit Organization Launches Campaign to Provide Aid to Families in Poverty' 'Global Leaders Meet to Discuss Strategies for Poverty Alleviation'
61	'UN Report Highlights Progress in Sustainable Development Goals' 'Countries Pledge to Take Action for Sustainable Development at UN Summit' 'Renewable Energy Sources Key to Achieving Sustainable Development Targets'
62	'Global Efforts to Promote Financial Inclusion Accelerate Amid Economic Challenges' 'Fintech Innovations Driving Financial Inclusion Across Emerging Markets' 'Government Initiatives Expand Access to Financial Services for Underserved Communities'
63	'The Role of Circular Economy in Sustainable Development' 'Circular Economy Practices to Reduce Waste and Promote Recycling' 'How Circular Economy Models Are Reshaping Industries'
64	'Global Economic Inequality Reaches Record High Levels' 'Study Shows Economic Inequality Widening in Developed Countries' 'Rising Economic Inequality Threatens Social Stability, Experts Warn'
65	'Study shows income inequality widening despite social welfare programs' 'Government announces new initiatives to address income inequality' 'Experts warn of growing wealth gap in society'
66	'Global Aid Organizations Join Forces to Tackle Humanitarian Crises' 'United Nations Launches New Initiative for Sustainable Development in Developing Countries' 'International Donors Increase Funding for Education Programs in Low-Income Countries'
67	'Nonprofit Organizations See Surge in Donations Amid Global Crisis' 'Charitable Organizations Rally to Support Vulnerable Communities' 'How Nonprofits Are Adapting to Virtual Fundraising Events'
68	'Unemployment Rate Drops to Record Low in Labor Market Boom' 'Labor Market Sees Surge in Job Openings Amid Economic Recovery' 'Workers Demand Higher Wages as Labor Market Tightens'
69	'Labor Productivity Sees Significant Increase in Key Industries' 'Experts Analyze Factors Affecting Labor Productivity Growth' 'New Study Reveals Strategies to Boost Labor Productivity in the Workplace'
70	'New Study Shows Positive Impact of Early Childhood Education on Long-Term Human Capital Development' 'Education Gap Widens Between Socioeconomic Classes, Highlighting Inequality in Human Capital Investment' 'Tech Companies Invest in Education Initiatives to Develop Future Human Capital Pool'
71	'Experts predict significant demographic shifts as population ages' 'Aging population poses challenges for healthcare systems worldwide' 'Demographic shift towards older population impacting workforce dynamics'
72	'The Rise of Gig Work: How the Sharing Economy is Shaping the Future of Work' "Exploring the Impact of Sharing Economy Platforms on Gig Workers' Income" 'From Uber to Airbnb: Navigating the Gig Economy in the Sharing Economy Era'
73	'Small Business Owners Adapt to Survive in Challenging Times' 'Entrepreneurs Find Success in Niche Markets' 'The Rise of Remote Work: How Small Businesses Are Adapting'
74	'Tensions rise as countries engage in geopolitical power struggles' 'Global leaders meet to discuss geopolitical challenges and conflicts' 'Geopolitical tensions escalate in key regions around the world'
75	'New Study Shows Effectiveness of Vaccination Campaign in Disease Control' 'Public Health Officials Warn of Potential Disease Outbreak in Urban Areas' 'Global Efforts to Improve Public Health Infrastructure in Developing Countries'
76	'The Future of Urbanization: Sustainable City Planning Strategies' 'Rapid Urbanization Challenges: Infrastructure Strain and Overcrowding' 'Smart Cities Revolutionizing Urban Planning and Development'
77	"Biden unveils $2 trillion infrastructure plan to rebuild America's roads and bridges" 'Infrastructure bill passes Senate, paving the way for major investments in public works' 'Cities invest in smart infrastructure to improve efficiency and sustainability'
78	'Stock Market Hits Record Highs Amid Economic Recovery' 'Investors Flock to Cryptocurrency as Bitcoin Surges' 'Tech Stocks Rally as Big Tech Companies Beat Earnings Expectations'
79	'New Trends in Insurance and Risk Management for 2021' 'How Technology is Revolutionizing Insurance and Risk Management' 'The Impact of Climate Change on Insurance and Risk Management Practices'
80	'Experts predict economic growth based on new forecasting models' 'Latest economic models suggest a downturn in the market' 'Economic forecasters revise GDP projections for the upcoming quarter'
81	'Top Companies Embracing Transparent Corporate Governance Practices' 'Investors Demand Stronger Corporate Governance Policies from Corporations' 'The Role of Board Diversity in Effective Corporate Governance'
82	'Government Announces New Market Regulations to Ensure Fair Competition' 'Market Regulators Crack Down on Insider Trading Practices' 'Investors React to Proposed Changes in Market Regulation Policies'
83	'US Congress Introduces New Antitrust Legislation to Tackle Big Tech Monopolies' 'EU Regulators Investigate Alleged Antitrust Violations by Tech Giants' 'Antitrust Scrutiny Grows as Global Competition Policies Tighten'
84	'Global oil prices surge as demand picks up in post-pandemic recovery' 'Gold prices hit new record high as investors seek safe-haven assets' 'Commodities rally as supply chain disruptions continue to impact global markets'
85	'Private Equity Firm Acquires Tech Startup for $100 Million' 'Venture Capital Investment Soars to Record High in Q3 2021' 'Top Private Equity Deals of the Year Revealed'
86	'Sovereign Wealth Funds Increase Investments in Tech Startups' 'Global Sovereign Wealth Funds See Record Returns in 2021' 'Sovereign Wealth Funds Diversify into Renewable Energy Projects'
87	'Pension Funds See Record Returns in Q3 Despite Market Volatility' 'Experts Predict Increase in Pension Fund Contributions for 2022' 'Government Announces Reforms to Pension Fund Regulations'
88	'Hedge Funds See Record Inflows in Q3 Despite Market Volatility' 'Top Hedge Fund Managers Reveal Their Latest Investment Strategies' 'Regulators Crack Down on Hedge Funds for Insider Trading'
89	'ETFs See Record Inflows as Investors Seek Diversification' 'Top ETFs to Watch in 2021 for Potential Growth Opportunities' 'How ETFs Are Reshaping the Investment Landscape'
90	'Tech Giant Acquires Startup in Billion-Dollar Deal' 'Merger Mania: Companies Join Forces to Expand Market Share' 'Investors Eyeing Potential M&A Opportunities in the Healthcare Sector'
91	'Tech Company XYZ Files for IPO, Aims to Raise $1 Billion' 'Investors Eagerly Await IPO of Startup Unicorn Inc.' 'IPO Market Booming as Companies Rush to Go Public'
92	'Bond Markets Experience Volatility Amid Economic Uncertainty' 'Investors Flock to Bond Markets as Safe Haven Amid Stock Market Turmoil' 'Yield Curve Inversion Sparks Concerns in Bond Markets'
93	'Derivative Markets See Increased Volatility Amid Global Economic Uncertainty' 'Investors Turn to Derivative Markets for Hedging Strategies During Market Turmoil' 'Regulatory Changes Impacting Derivative Markets Trading Volume'
94	'Yield Curve Inversion Sparks Economic Concerns' 'Investors Nervous as Yield Curve Flattens' 'Understanding the Impact of Yield Curve on Markets'
95	'Fitch Upgrades Credit Rating for Several Major Corporations' "Moody's Downgrades Credit Rating of Government Bonds" 'S&P Affirms Stable Credit Rating Outlook for Global Banks'
96	'Global Financial Stability Report Warns of Growing Risks in the Economy' 'Central Banks Take Measures to Ensure Financial Stability Amid Uncertainty' 'Experts Debate the Impact of Digital Currencies on Financial Stability'
97	'Understanding Systemic Risk: What Investors Need to Know' 'Global Financial Markets Brace for Impact of Systemic Risk' 'Experts Warn of Growing Systemic Risks in the Banking Sector'
98	'Short Selling: What You Need to Know About Betting Against Stocks' 'Short Selling Explained: How Traders Profit from Market Declines' 'The Risks and Rewards of Short Selling in the Stock Market'
99	'The Rise of Leveraged Buyouts in Corporate Finance' 'Understanding the Mechanics of Leveraged Buyouts' 'Key Players in the World of Leveraged Buyouts'
100	'Distressed Debt Market Surges Amid Economic Uncertainty' 'Investors Eye Opportunities in Distressed Debt Sector' 'Distressed Debt Funds See Increased Interest from Institutional Investors'
101	'The Rise of Angel Investing: How Startups are Attracting Funding from Angel Investors' 'Angel Investing 101: What You Need to Know Before Investing in Startups' 'The Benefits of Angel Investing for both Investors and Entrepreneurs'
102	'Crowdfunding platform raises $10 million in funding round' 'How crowdfunding is changing the way startups raise capital' 'Top 10 most successful crowdfunding campaigns of all time'
103	'The Future of Supply Chain Management: Trends to Watch Out For' 'How Technology is Revolutionizing Supply Chain Management' 'Challenges Faced by Supply Chain Managers in Global Operations'
104	'Central banks exploring the potential of digital currencies to modernize payment systems' 'Rise of Central Bank Digital Currencies: What you need to know' 'Countries considering the issuance of Central Bank Digital Currencies (CBDCs)'
105	'Investor Sentiment Shifts as Market Volatility Rises' 'Market Sentiment Index Reaches All-Time High' 'Traders Bullish on Market Outlook, Survey Shows'

Uses

Direct Use for Inference

First install the SetFit library:

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("snowdere/trainer_topic")
# Run inference
preds = model("Telehealth Services See Surge in Demand Amid Pandemic")

Training Details

Training Set Metrics

Training set	Min	Median	Max
Word count	4	9.0495	17

Label	Training Sample Count
0	120
1	100
2	40
3	21
4	20
5	20
6	20
7	20
8	20
9	20
10	20
11	20
12	20
13	20
14	20
15	20
16	20
17	20
18	20
19	20
20	20
21	20
22	20
23	20
24	20
25	20
26	20
27	20
28	20
29	20
30	20
31	20
32	20
33	20
34	20
35	20
36	20
37	20
38	20
39	20
40	20
41	20
42	20
43	20
44	20
45	20
46	20
47	20
48	20
49	20
50	20
51	20
52	20
53	20
54	20
55	20
56	20
57	20
58	20
59	20
60	20
61	20
62	20
63	20
64	20
65	20
66	20
67	20
68	20
69	20
70	20
71	20
72	20
73	20
74	20
75	20
76	20
77	20
78	20
79	20
80	20
81	20
82	20
83	20
84	20
85	20
86	20
87	20
88	20
89	20
90	20
91	20
92	20
93	20
94	20
95	20
96	20
97	20
98	20
99	20
100	20
101	20
102	20
103	20
104	20
105	20

Training Hyperparameters

batch_size: (16, 16)
num_epochs: (1, 1)
max_steps: -1
sampling_strategy: oversampling
num_iterations: 20
body_learning_rate: (2e-05, 2e-05)
head_learning_rate: 2e-05
loss: CosineSimilarityLoss
distance_metric: cosine_distance
margin: 0.25
end_to_end: False
use_amp: False
warmup_proportion: 0.1
seed: 42
eval_max_steps: -1
load_best_model_at_end: False

Training Results

Epoch	Step	Training Loss	Validation Loss
0.0002	1	0.153	-
0.0086	50	0.1179	-
0.0172	100	0.1312	-
0.0258	150	0.0883	-
0.0345	200	0.07	-
0.0431	250	0.0706	-
0.0517	300	0.0462	-
0.0603	350	0.0608	-
0.0689	400	0.0932	-
0.0775	450	0.0726	-
0.0862	500	0.0624	-
0.0948	550	0.0418	-
0.1034	600	0.0417	-
0.1120	650	0.0426	-
0.1206	700	0.0243	-
0.1292	750	0.0387	-
0.1379	800	0.0707	-
0.1465	850	0.0258	-
0.1551	900	0.0182	-
0.1637	950	0.0203	-
0.1723	1000	0.0277	-
0.1809	1050	0.0482	-
0.1896	1100	0.0284	-
0.1982	1150	0.0136	-
0.2068	1200	0.08	-
0.2154	1250	0.0113	-
0.2240	1300	0.0169	-
0.2326	1350	0.0284	-
0.2413	1400	0.0929	-
0.2499	1450	0.0271	-
0.2585	1500	0.0252	-
0.2671	1550	0.0224	-
0.2757	1600	0.0135	-
0.2843	1650	0.0223	-
0.2930	1700	0.0266	-
0.3016	1750	0.0084	-
0.3102	1800	0.0233	-
0.3188	1850	0.039	-
0.3274	1900	0.0264	-
0.3360	1950	0.0165	-
0.3446	2000	0.0113	-
0.3533	2050	0.0394	-
0.3619	2100	0.0142	-
0.3705	2150	0.0421	-
0.3791	2200	0.0355	-
0.3877	2250	0.017	-
0.3963	2300	0.0086	-
0.4050	2350	0.012	-
0.4136	2400	0.0141	-
0.4222	2450	0.0049	-
0.4308	2500	0.0437	-
0.4394	2550	0.0085	-
0.4480	2600	0.0185	-
0.4567	2650	0.0098	-
0.4653	2700	0.0224	-
0.4739	2750	0.0241	-
0.4825	2800	0.0056	-
0.4911	2850	0.028	-
0.4997	2900	0.0601	-
0.5084	2950	0.0169	-
0.5170	3000	0.0286	-
0.5256	3050	0.017	-
0.5342	3100	0.0028	-
0.5428	3150	0.025	-
0.5514	3200	0.009	-
0.5601	3250	0.0161	-
0.5687	3300	0.0072	-
0.5773	3350	0.0047	-
0.5859	3400	0.0066	-
0.5945	3450	0.0101	-
0.6031	3500	0.0116	-
0.6118	3550	0.0153	-
0.6204	3600	0.0075	-
0.6290	3650	0.0071	-
0.6376	3700	0.0116	-
0.6462	3750	0.0073	-
0.6548	3800	0.0113	-
0.6634	3850	0.0475	-
0.6721	3900	0.0067	-
0.6807	3950	0.0111	-
0.6893	4000	0.0101	-
0.6979	4050	0.0084	-
0.7065	4100	0.0089	-
0.7151	4150	0.0035	-
0.7238	4200	0.008	-
0.7324	4250	0.0121	-
0.7410	4300	0.0121	-
0.7496	4350	0.0054	-
0.7582	4400	0.0099	-
0.7668	4450	0.0418	-
0.7755	4500	0.0044	-
0.7841	4550	0.0151	-
0.7927	4600	0.0046	-
0.8013	4650	0.0188	-
0.8099	4700	0.0085	-
0.8185	4750	0.0079	-
0.8272	4800	0.0272	-
0.8358	4850	0.005	-
0.8444	4900	0.0104	-
0.8530	4950	0.0082	-
0.8616	5000	0.0076	-
0.8702	5050	0.0315	-
0.8789	5100	0.0069	-
0.8875	5150	0.0098	-
0.8961	5200	0.0082	-
0.9047	5250	0.0015	-
0.9133	5300	0.0037	-
0.9219	5350	0.0049	-
0.9306	5400	0.0093	-
0.9392	5450	0.0098	-
0.9478	5500	0.0061	-
0.9564	5550	0.0058	-
0.9650	5600	0.0075	-
0.9736	5650	0.027	-
0.9823	5700	0.0285	-
0.9909	5750	0.0032	-
0.9995	5800	0.0098	-

Framework Versions

Python: 3.10.14
SetFit: 1.0.3
Sentence Transformers: 2.6.1
Transformers: 4.36.2
PyTorch: 2.3.0+cu121
Datasets: 2.19.1
Tokenizers: 0.15.2

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}
}

Label	Training Sample Count
0	120
1	100
2	40
3	21
4	20
5	20
6	20
7	20
8	20
9	20
10	20
11	20
12	20
13	20
14	20
15	20
16	20
17	20
18	20
19	20
20	20
21	20
22	20
23	20
24	20
25	20
26	20
27	20
28	20
29	20
30	20
31	20
32	20
33	20
34	20
35	20
36	20
37	20
38	20
39	20
40	20
41	20
42	20
43	20
44	20
45	20
46	20
47	20
48	20
49	20
50	20
51	20
52	20
53	20
54	20
55	20
56	20
57	20
58	20
59	20
60	20
61	20
62	20
63	20
64	20
65	20
66	20
67	20
68	20
69	20
70	20
71	20
72	20
73	20
74	20
75	20
76	20
77	20
78	20
79	20
80	20
81	20
82	20
83	20
84	20
85	20
86	20
87	20
88	20
89	20
90	20
91	20
92	20
93	20
94	20
95	20
96	20
97	20
98	20
99	20
100	20
101	20
102	20
103	20
104	20
105	20

Label	Training Sample Count
0	120
1	100
2	40
3	21
4	20
5	20
6	20
7	20
8	20
9	20
10	20
11	20
12	20
13	20
14	20
15	20
16	20
17	20
18	20
19	20
20	20
21	20
22	20
23	20
24	20
25	20
26	20
27	20
28	20
29	20
30	20
31	20
32	20
33	20
34	20
35	20
36	20
37	20
38	20
39	20
40	20
41	20
42	20
43	20
44	20
45	20
46	20
47	20
48	20
49	20
50	20
51	20
52	20
53	20
54	20
55	20
56	20
57	20
58	20
59	20
60	20
61	20
62	20
63	20
64	20
65	20
66	20
67	20
68	20
69	20
70	20
71	20
72	20
73	20
74	20
75	20
76	20
77	20
78	20
79	20
80	20
81	20
82	20
83	20
84	20
85	20
86	20
87	20
88	20
89	20
90	20
91	20
92	20
93	20
94	20
95	20
96	20
97	20
98	20
99	20
100	20
101	20
102	20
103	20
104	20
105	20

Label	Training Sample Count
0	120
1	100
2	40
3	21
4	20
5	20
6	20
7	20
8	20
9	20
10	20
11	20
12	20
13	20
14	20
15	20
16	20
17	20
18	20
19	20
20	20
21	20
22	20
23	20
24	20
25	20
26	20
27	20
28	20
29	20
30	20
31	20
32	20
33	20
34	20
35	20
36	20
37	20
38	20
39	20
40	20
41	20
42	20
43	20
44	20
45	20
46	20
47	20
48	20
49	20
50	20
51	20
52	20
53	20
54	20
55	20
56	20
57	20
58	20
59	20
60	20
61	20
62	20
63	20
64	20
65	20
66	20
67	20
68	20
69	20
70	20
71	20
72	20
73	20
74	20
75	20
76	20
77	20
78	20
79	20
80	20
81	20
82	20
83	20
84	20
85	20
86	20
87	20
88	20
89	20
90	20
91	20
92	20
93	20
94	20
95	20
96	20
97	20
98	20
99	20
100	20
101	20
102	20
103	20
104	20
105	20