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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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Files changed (4) hide show
  1. README.md +13 -13
  2. config_setfit.json +2 -2
  3. model.safetensors +1 -1
  4. 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: 0.8636842105263158
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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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- | 2 | <ul><li>'It girl turned sole trader makes millions as Jimmy Choo deal is &lt;b&gt;...&lt;/b&gt; Tamara Mellon, the former It girl and fashion PR, yesterday saw a 150,000 loan from her father turn into a 50m fortune when the Jimmy Choo shoes business was bought by the American '</li><li>'Airport stands to lose big if ATA departs With ATA Airlines having crash-landed into bankruptcy court last week, the future of the airlines Fort Wayne-to-Chicago air service isnt the only thing up in the air.'</li><li>'\\$149 million lottery winner: #39;No idea #39; what comes next Newly minted multimillionaire Juan Rodriguez, who won the \\$149 million Mega Millions lottery jackpot, said Sunday he hasn #39;t quit his job at a midtown Manhattan parking garage yet.'</li></ul> |
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- | 0 | <ul><li>"Musharraf ally wins prime minister vote Pakistan's parliament elected former finance minister Shaukat Aziz, a close ally of President Pervez Musharraf, as prime minister yesterday after the opposition boycotted the vote, saying it was undemocratic. Aziz, 55, worked 30 years as a Citibank executive before becoming finance minister when Musharraf took power in a bloodless military coup in 1999. Suave, articulate, and media-savvy, Aziz is credited ..."</li><li>'World ; Mexico Opposition Has Early Lead in State Voting Victories would put the PRI on track to win back the presidency after losing it in 2000 to President Vicente Fox #39;s center-right National Action Party (PAN) after 71 years of uninterrupted rule.'</li><li>'Schwarzenegger Lauds Bush on Terror Fight (AP) AP - California Gov. Arnold Schwarzenegger drew on his childhood in Soviet-occupied Austria to endorse President Bush\'s war on terror. "Terrorism is more insidious than communism," the bodybuilder-turned-politician said Tuesday in a speech to the Republican convention.'</li></ul> |
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- | 1 | <ul><li>'Security for Olympics Successful, Greek Defense Minister Says Greece #39;s defense minister says his country #39;s security preparations for the Athens Olympics have been so successful that it is now in a position to advise China, the host of the 2008 Summer Games, on how to avoid terrorist attacks. But the minister says ...'</li><li>'Gordo at Fenway: It #39;s slow-pitch softball with jacked-up fans First and foremost, the Red Sox can hit. They look like a slow-pitch softball team, with all that unruly hair, and they tee off on pitches like one.'</li><li>'Lara Proves the Undoing of Flintoff Brian Laras brilliance undermined Englands ICC Champions Trophy victory bid at the Oval this morning. West Indies captain Lara, who earlier won the toss, inflicted a major '</li></ul> |
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- | 3 | <ul><li>'Google and Mozilla Firefox Working Together Google have hosted a customized Internet Explorer search page for many years now specially designed to act as sidebar search. And with the launch of the first final release of the very popular Mozilla Firefox '</li><li>'Gaps in Intel Itanium, Xeon Road Maps During its bi-annual Developers Forum in San Francisco this week, the chipmaker focused on promoting its next-generation Itanium and Xeon processors.'</li><li>"Conway or the highway CNET News.com's Charles Cooper says the board is only telling half the story behind the surprise firing of PeopleSoft's CEO."</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** | 0.8637 |
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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 | 22 | 36.1562 | 67 |
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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 | 0.2415 | - |
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- | 0.3125 | 50 | 0.0396 | - |
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- | 0.625 | 100 | 0.0008 | - |
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- | 0.9375 | 150 | 0.0002 | - |
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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: 0.8393421052631579
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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>'Titans QB to sit out final three games, undergo surgery for &lt;b&gt;...&lt;/b&gt; Tennessee quarterback Steve McNair will not play the final three games of the season and will have surgery to strengthen the bruised sternum that has plagued him most of the year.'</li><li>'Mental miscues hurt the Gators Flinching in the trenches, holding around quarterback Chris Leak and even a late hit by punter Eric Wilbur plagued Florida throughout the game.'</li><li>'Arsenal boss admits admiration for Man City #39;s SWP Arsenal boss Arsene Wenger admits he is keeping tabs on Manchester City winger Shaun Wright-Phillips. Wenger said: quot;He is getting higher every year.'</li></ul> |
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+ | 0 | <ul><li>'Sharon Allows 1,000 More Settler Homes in West Bank JERUSALEM (Reuters) - Prime Minister Ariel Sharon, facing a party mutiny over his plan to quit the Gaza Strip, has approved 1,000 more Israeli settler homes in the West Bank in a move that drew a cautious response Tuesday from Washington.'</li><li>' #39;US arms to Islamabad could impact India-Pakistan ties #39; (LEADS &lt;b&gt;...&lt;/b&gt; India News: New Delhi, Dec 9 : India Thursday expressed concern at a US decision to sell sophisticated weapons to Pakistan, saying it would adversely affect the quot;sensitive quot; India-Pakistan peace process as well as growing India-US ties.'</li><li>"Stars Arrive by Yacht at MTV Video Awards MIAMI - An already broiling Miami had even more sizzle on Sunday as MTV brought the annual party known as the Video Music Awards to the city for the first time in the awards' 21-year history. The change of scenery for the awards, typically held in New York or Los Angeles, helped raise the decadence level at the already raucous, celebrity-soaked affair..."</li></ul> |
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+ | 2 | <ul><li>'Merck begins search for new CEO NEW YORK, October 12 (newratings.com) - The global pharmaceutical giant, Merck amp; Company (MRK.NYS) plans to appoint a new CEO by the end of next year.'</li><li>'Dollar Jumps as the G7 Fades LONDON (Reuters) - The dollar surged against the euro, yen and Swiss franc on Monday as, with a Group of Seven rich nations meeting out of the way, the greenback was free to join a wave of optimism about the U.S. economy.'</li><li>'Fed Seen Boosting Rates Despite Worries (Reuters) Reuters - Federal Reserve policy-makers were\\expected to raise U.S. interest rates on Tuesday for a third\\time this year, continuing to lift borrowing costs from\\rock-bottom levels despite some signs of economic softness.'</li></ul> |
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+ | 3 | <ul><li>'Grand Theft Auto ... Stolen! First it was Halo 2. Now the newest version of Grand Theft Auto has been leaked to the Internet. Rockstar Games #39; latest entry in its highly successful crime/action series, San Andreas, is scheduled for an '</li><li>'Satellite boosts Olympic security An enhanced satellite location system aims to help Olympic security guards react more quickly to emergencies.'</li><li>'Regulator vows to ease way for Net phone use BOSTON The United States #39; top telecommunications regulator plans to protect fledgling Internet telephone services from being taxed and heavily regulated by the 50 state governments.'</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** | 0.8393 |
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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 | 20 | 38.7812 | 73 |
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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 | 0.1416 | - |
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+ | 0.3125 | 50 | 0.0677 | - |
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+ | 0.625 | 100 | 0.0006 | - |
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+ | 0.9375 | 150 | 0.0006 | - |
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  ### Framework Versions
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  - Python: 3.8.10
config_setfit.json CHANGED
@@ -1,4 +1,4 @@
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  {
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- "labels": null,
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- "normalize_embeddings": false
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  }
 
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  {
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+ "normalize_embeddings": false,
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+ "labels": null
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  }
model.safetensors CHANGED
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model_head.pkl CHANGED
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