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setfit-paraphrase-mpnet-ag_news

Text Classification
setfit
Safetensors
sentence-transformers
mpnet
generated_from_setfit_trainer
Eval Results
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Add SetFit model

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  1. README.md +12 -12
  2. model.safetensors +1 -1
  3. model_head.pkl +1 -1
README.md CHANGED
@@ -41,7 +41,7 @@ model-index:
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  split: test
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  metrics:
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  - type: accuracy
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- value: 0.8522368421052632
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  name: Accuracy
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  ---
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@@ -73,19 +73,19 @@ The model has been trained using an efficient few-shot learning technique that i
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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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- | 3 | <ul><li>'The virtual girlfriend is here Hong Kong citizens famously told a survey last year they were too busy with work for relationships; now a new technology will enable them to go dating using their famous passion for mobile phones.'</li><li>"Multifunction Devices Draw Back-To-School Crowd (Reuters) Reuters - The consumer electronics gizmo\\that offers many functions in a small package is what's\\compelling back-to-school shoppers to open their wallets."</li><li>'Intel goes #39;Extreme The Intel Pentium 4 processor Extreme Edition supporting Hyper-Threading (HT) Technology and a higher-speed system bus enabled by the new Intel 925XE Express chipset form the foundation of this new enthusiast platform.'</li></ul> |
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- | 1 | <ul><li>'Final plunge for 10m platform There was nothing much to choose between the top four of world silver medallist Helm, Canada #39;s double Commonwealth champion Despatie and 2000 Olympic gold and silver medallists Tian and Hu after Saturday #39;s semi-final round.'</li><li>'Athens Paralympics ends with China on top China turned out a great surprise in the 12-day-long 12th Paralympic Games which closed here on Tuesday, topping the gold medal tally with 63.'</li><li>'Sri Lanka reach final after Zimbabwe match called off Sri Lanka qualified for the final of a three-nation one-day tournament today after their match with Zimbabwe was called off due to overnight rain.'</li></ul> |
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- | 2 | <ul><li>'Cox brings VoIP service to more cities com October 4, 2004, 12:22 PM PT. ZDNet #39;s survey of IT professionals in August kept Wired amp; Wireless on top for the 18th month in a row.'</li><li>'US audits find fewer business tax cheats, data show The push by the head of the US tax agency for quick completion of audits of big corporations - a move criticized by many longtime agency auditors - has led to a sharp drop in the discovery of tax cheating at the 11,000 largest businesses, according to new '</li><li>'SEC Seeks Accounting Information from GM and Ford US regulators asked automotive giants General Motors Corp. and Ford Motor Co. for information on how they account for pension and health care plans, the companies said on Tuesday.'</li></ul> |
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- | 0 | <ul><li>'Mother of Dead UK Soldier to Sue Government -Report LONDON (Reuters) - The mother of a young British soldier killed in Iraq plans to sue the government for breaching its duty of care to her son by not supplying key defensive equipment, the Guardian newspaper reported on Monday.'</li><li>'Bomb warnings show airlines are hostage to hoaxers German airline Lufthansa diverted an Israel-bound plane to Cyprus on Tuesday in the sixth mid-air bomb scare over Europe in 10 days, acting at Israel #39;s insistence despite concluding the threat was a hoax.'</li><li>"World Bank unveils 12 billion dollar plan to cut poverty in India (AFP) AFP - The World Bank unveiled plans to lend up to 12 billion dollars to India under a fresh four-year program beginning in 2005 to alleviate poverty in the world's second most populous nation."</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** | 0.8522 |
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  ## Uses
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@@ -137,7 +137,7 @@ preds = model("Mauresmo confident of LA victory Amelie Mauresmo insists she can
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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 | 20 | 39.1875 | 76 |
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  | Label | Training Sample Count |
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  |:------|:----------------------|
@@ -167,10 +167,10 @@ preds = model("Mauresmo confident of LA victory Amelie Mauresmo insists she can
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  ### Training Results
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  | Epoch | Step | Training Loss | Validation Loss |
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  |:------:|:----:|:-------------:|:---------------:|
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- | 0.0063 | 1 | 0.3233 | - |
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- | 0.3125 | 50 | 0.1039 | - |
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  | 0.625 | 100 | 0.0022 | - |
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- | 0.9375 | 150 | 0.0014 | - |
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  ### Framework Versions
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  - Python: 3.8.10
 
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  split: test
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  metrics:
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  - type: accuracy
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+ value: 0.8567105263157895
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  name: Accuracy
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  ---
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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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+ | 1 | <ul><li>'Injuries prevent Fox from continuing career Rick Fox made it official yesterday: He will not be coming through any door to have a second go-round with the Celtics. As shockers go, this one is slightly behind quot;Dewey Defeats Truman. quot;'</li><li>'Sack-happy #39;D #39; bags Bills defenders got a piece of Bledsoe, and the Raiders offense did just enough -- as in a 43-yard touchdown pass from Rich Gannon to Ronald Curry and two Sebastian Janikowski field '</li><li>'Aussies ready for Sachin On Wednesday morning Sachin Tendulkar was at the Brabourne stadium, to egg on his Mumbai teammates. Not only did he have a chat with the Mumbai captain and coach and see the practice session through, but also '</li></ul> |
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+ | 2 | <ul><li>'Costello to steer Group of 20 TREASURER Peter Costello will chair the 2006 meeting of the Group of 20, which brings together the finance ministers and central bankers from the leading industrial and developing nations.'</li><li>'Bye-bye, floppy. It #39;s been good to know you If you #39;re a computer user, you may have several of them stacked on your desk. We #39;re talking about floppy disks - and they are pretty much becoming extinct.'</li><li>'Eisner #39;s Exit Plan Good for Disney -Analysts While fans of Michael Eisner argue that his 20-year legacy of continued financial and stock growth at the Walt Disney Co. is a strong achievement, Wall Street observers say his record is more mixed.'</li></ul> |
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+ | 0 | <ul><li>"Militants beat man thought to be from US HENDALA, Sri Lanka -- Day after day, locked in a cement room somewhere in Iraq, the hooded men beat him. They told him he would be beheaded. ''Ameriqi! quot; they shouted, even though he comes from this poor Sri Lankan fishing village."</li><li>'World News gt; Indians unfazed by Kathmandu blockade - but panic in India: Kanaiyalal Jiwanlal, a businessman from Valsad in Gujarat, has seen sectarian violence and a killer earthquake devastate parts of the western Indian state. Compared to such upheavals, the blockade of Kathmandu, called by Maoists, holds no terror for him. '</li><li>'Mosque on Fire After U.S. Air Strikes in West Iraq BAGHDAD (Reuters) - U.S. marines engaged in heavy clashes with scores of insurgents near a mosque in western Iraq on Monday, leading to U.S. air strikes which damaged the shrine and left it ablaze, the U.S. military said.'</li></ul> |
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+ | 3 | <ul><li>'Philips Electronics resumes marketing PCs After an absence of a decade, Philips Electronics is making personal computers again, the company said yesterday. The Netherlands-based electronics conglomerate, which abandoned the PC business in the early '</li><li>'Microsoft is ready to remove media player for EU Microsoft will be ready to comply with European Commission demands for changes to its Windows operating systems if a European court does not suspend the antitrust remedy, a company spokesman said today.'</li><li>'NASA #39;s chief quitting post Sean O #39;Keefe on Monday officially resigned as the head of NASA to interview as the chancellor at Louisiana State University in Baton Rouge.'</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** | 0.8567 |
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  ## Uses
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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 | 25 | 40.0938 | 56 |
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  | Label | Training Sample Count |
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  |:------|:----------------------|
 
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  ### Training Results
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  | Epoch | Step | Training Loss | Validation Loss |
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  |:------:|:----:|:-------------:|:---------------:|
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+ | 0.0063 | 1 | 0.1756 | - |
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+ | 0.3125 | 50 | 0.0433 | - |
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  | 0.625 | 100 | 0.0022 | - |
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+ | 0.9375 | 150 | 0.0011 | - |
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  ### Framework Versions
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  - Python: 3.8.10
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