--- base_model: sentence-transformers/all-mpnet-base-v2 library_name: setfit metrics: - accuracy pipeline_tag: text-classification tags: - setfit - sentence-transformers - text-classification - generated_from_setfit_trainer widget: - text: "Bug: Radio button onChange not called in current React Canary \r\n\r\nReact version:\ \ 18.3.0-canary-a1f97589f-20230526\r\n\r\n\r\n## Steps To Reproduce\r\n\r\n1.\ \ Create radio buttons that toggle `disabled` in `onChange`\r\n2. After selecting\ \ each radio button, `onChange` is no longer called\r\n\r\n\r\n\r\nLink to\ \ code example:\r\n\r\nThe following CodeSandbox demonstrates the issue with the\ \ current react canary version. The issue is not present when react & react-dom\ \ versions are changed to stable 18.2.0\r\n\r\nhttps://codesandbox.io/s/react-canary-radio-buttons-deiqb3?file=/src/App.js\r\ \n\r\n\r\ \n\r\n## The current behavior\r\n``'s `onChange` prop\ \ is not called on subsequent clicks of the input\r\n\r\n## The expected behavior\r\ \n``'s `onChange` prop should be called on subsequent\ \ clicks of the input\r\n" - text: "Allow opting out of invokeGuardedCallbackDev At the moment, when in development\ \ mode, React uses a special workflow for callbacks, to avoid using `try...catch`.\r\ \n\r\nIt works well. So well that several testing frameworks also get their uncaught\ \ exception handling triggered.\r\n\r\n**Example with mocha:**\r\n```js\r\nimport\ \ React from 'react';\r\nimport { render } from '@testing-library/react';\r\n\r\ \nfunction MyComponent({ doThrow }) {\r\n if (doThrow) { throw new Error('I'm\ \ bad'); }\r\n return
;\r\n}\r\n\r\nit('should throw', function\ \ () {\r\n expect(() => {\r\n render();\r\n \ \ }).to.throw();\r\n});\r\n```\r\n**Behavior:**\r\n- When running the test with\ \ the production build of react/react-dom, the test passes (with the usual warning\ \ of act being unsupported in prod build).\r\n- When running the test with the\ \ development build of react-/react-dom, the test fails with `Error: Uncaught\ \ Error: I'm bad`.\r\n\r\nThe root cause is `invokeGuardedCallbackDev` runs the\ \ callback in an event to avoid using a `try...catch` block… and trips Mocha.js\ \ uncaught exception detector.\r\n\r\n*Note: I am aware of error boundaries, I\ \ removed it from the example because the behavior is identical with it.*\r\n\r\ \n*Note: I used testing-library for clarity, but using `act` and `RenderDOM` manually\ \ yields the same result.*\r\n\r\n**Expected behavior:**\r\n- Either make it work\ \ out of the box, or have the possibility to opt out of `invokeGuardedCallbackDev`\ \ and force the use of the regular `try...catch` implementation in development\ \ too.\r\n" - text: "Setting rendering mode to component of react-art \r\n\r\n**Do you want\ \ to request a *feature* or report a *bug*?**\r\nfeature\r\n\r\n**What is the\ \ current behavior?**\r\n`` of canvas mode and `` of svg mode\ \ cannot be used in a document at the same time.\r\n\r\n**What is the expected\ \ behavior?**\r\nTwo more `` components with each other modes can be\ \ used in a document at the same time.\r\n\r\n\r\nCurrently developers can set\ \ only one rending mode globally in react-art, using `setCurrent()` of `art/modes/current`\ \ module. So there is no way to use `` of canvas mode and ``\ \ of svg mode in a document together. On the other hand, `art.js` internally used\ \ in `react-art` provides a way to use each other modes together as directly importing\ \ their corresponding modules. (e.g. svg.js for svg mode, canvas.js for canvas\ \ mode in `art.js` lib). \r\n\r\nI would like to suggest a way to set own rendering\ \ mode per instance of `` Component by new property `mode`. This feature\ \ makes `` with canvas mode and `` with svg mode to be used\ \ together in a document like the following.\r\n\r\n```javascript\r\nconst {\r\ \n Surface,\r\n Group,\r\n Shape\r\n} = require('react-art');\r\n\r\nclass\ \ TestComponent extends React.Component {\r\n render() {\r\n return (\r\n\ \ \r\n \r\ \n \r\n \r\n \ \ \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n\ \ );\r\n }\r\n};\r\n```\r\n\r\nIf `mode` property is not set, ``\ \ works as canvas mode for compatibility.\r\n\r\nI have made a PR for this feature\ \ to show how to work and use it ([#13249](https://github.com/facebook/react/pull/13249)).\r\ \nAnd you can check this feature through `art` fixture of my PR.\r\n\r\nFeel free\ \ to discuss about this feature.\r\n\r\n\r\n\r\n" - text: "[DevTools Bug]: Firefox and Edge show error in console about unrecognized\ \ installation on v4.20.0 ### Website or app\r\n\r\nreactjs.org\r\n\r\n### Repro\ \ steps\r\n\r\n1. Install React DevTools v4.20.0 in Firefox\r\n2. Load reactjs.org\ \ in Firefox\r\n3. Open Firefox DevTools\r\n4. Observe error in console\r\n\r\n\ ![image](https://user-images.githubusercontent.com/1271509/137547605-e6ad3045-c20a-4828-9895-af46b8bb4db1.png)\r\ \n\r\n\r\n### How often does this bug happen?\r\n\r\nEvery time\r\n" - text: "componentWillUpdate discussion \r\n\r\n**Do you want to request a *feature* or report a *bug*?**\r\n\r\n\ Feature : componentWillUpdate Discussion\r\n\r\n**What is the current behavior?**\r\ \n\r\nThe current behavior calls the function before re-rendering the render target\ \ however there is no indication for when the re-render method should be called\r\ \n\r\n**If the current behavior is a bug, please provide the steps to reproduce\ \ and if possible a minimal demo of the problem. Your bug will get fixed much\ \ faster if we can run your code and it doesn't have dependencies other than React.\ \ Paste the link to your JSFiddle (https://jsfiddle.net/Luktwrdm/) or CodeSandbox\ \ (https://codesandbox.io/s/new) example below:**\r\n\r\n**What is the expected\ \ behavior?**\r\n\r\nThe expected behavior should call the function before re-rendering\ \ the render target if there is no returned conditional statement and if there\ \ is, true should trigger the re-render and false should not\r\n\r\n**Which versions\ \ of React, and which browser / OS are affected by this issue? Did this work in\ \ previous versions of React?**\r\n\r\n16.4.0\r\n\r\nI have a few questions before\ \ I try to solve this problem and it gets rejected. I'm assuming that the team\ \ has decided to move in the direction of removing \"Will-Updates\" from React\ \ all together and have labeled them \"Unsafe\". I've seen a lot of issues with\ \ those functionalities before as well. I was curious if providing a conditional\ \ statement inside those functions would satisfy the unexpected renders. \"shouldComponentUpdate\"\ \ does trigger when to call these functions however in those functions that \"\ will\" run before the render can always be controlled with a conditional statement\ \ of it's own. I'm getting comfortable with the code base however I'm curious\ \ if the team is removing that functionality all together and using the \"static\"\ \ function \"getDerivedStateFromProps\" instead. Has a React lover it is a little\ \ confusing and may break a lot of legacy code when updating versions. I believe\ \ that may solve the problem of unexpected renders after a \"will\" change lifecycle\ \ event.\r\n\r\nI was curious if that was the case, and removing \"will\" lifecycles\ \ is the next steps for React then how will the \"did\" lifecycles work instead?\r\ \n\r\nI love React and I'm just curious about the future for React as a whole.\ \ I'd love to tackle any bugs or feature requests when I have time. I will be\ \ writing clean code and create tests for new features or bugs as well." inference: true --- # SetFit with sentence-transformers/all-mpnet-base-v2 This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-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. The model has been trained using an efficient few-shot learning technique that involves: 1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning. 2. 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-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2) - **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance - **Maximum Sequence Length:** 384 tokens - **Number of Classes:** 3 classes ### Model Sources - **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit) - **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055) - **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit) ### Model Labels | Label | Examples | |:---------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | feature |
  • "Provide a `testInstance.context` property to facilitate context testing \r\n\r\n**Do you want to request a *feature* or report a *bug*?**\r\nFeature Request\r\n\r\n**What is the current behavior?**\r\n`testInstance` provides a `props` property, but does not provide a `context` property allowing for context tests.\r\n\r\n**What is the expected behavior?**\r\n`testInstance.context` should return an object containing the instance's current context\r\n\r\n**Which versions of React, and which browser / OS are affected by this issue? Did this work in previous versions of React?**\r\nAt least 16.4.1"
  • 'Cursor jumps to end of input when onChange doesn\'t call setState [Edit]: **I\'m asking for a feature**.\r\n\r\n**Current Behaviour**\r\nAn input `onChange` function that returns a value equalling the prior value causes the cursor to jump to the end of the input. This is the same as [this comment from #995](https://github.com/facebook/react/issues/955#issuecomment-327069204) formally raised as a feature request. \r\n\r\nRepro sandbox: https://codesandbox.io/s/n4k3yx47j\r\nThat same code: \r\n```javascript\r\nimport React from "react";\r\nimport { render } from "react-dom";\r\n\r\nclass Input extends React.Component {\r\n state = { value: "TypeANumber" };\r\n\r\n onChange = e => {\r\n let nextValue = e.target.value;\r\n\r\n if (/[0-9]/.test(nextValue)) {\r\n nextValue = this.state.value;\r\n }\r\n this.setState({ value: nextValue });\r\n };\r\n\r\n render() {\r\n return (\r\n \r\n );\r\n }\r\n}\r\n\r\nrender(, document.getElementById("root"));\r\n```\r\n\r\n**What is the expected behavior?**\r\nI\'d like the cursor not to jump in the special case where the returned changed value is a rejected change i.e. the \'noop\' change. \r\n\r\nI understand fully that react cannot predict cursor position if the value is _changed_ in `onChange`, ~however I cannot currently find an npm module that allows free-length regex filters (vs a fixed length mask)~ or a way to implement a filter myself, without the cursor jumping in this case. \r\n\r\n[Edit]: \r\nSince raising I now fully see this as a feature request for handling a special case of a behaviour that indeed is not a bug, differently. It would be a nice to have as it would allow very straightforward implementation of filters. \r\n\r\nRegarding the non-clarity of how to deal with the general case of non-jumping cursors I think a modernized best practice example would be ideal, but that discussion still lives at #955. \r\n\r\nI\'d be totally fine with this issue being closed by assisting instead with the education of handling the general case. Though, this would still be a nice to have for the API, if possible. \r\n'
  • 'Allow ReactNode as a type for the child of
| | bug |
  • ' ERROR TypeError: Cannot read property \'createElement\' of undefined, js engine: hermes ### App\r\n\r\nusing flipper dor react devtools\r\n\r\n### Repro steps\r\n\r\nmigrate to current version of RN-0.71.1\r\nusing flipper \r\nenable hermes engine\r\nrun the app\r\n\r\n\r\n\r\n\r\n### How often does this bug happen?\r\n\r\nEvery time\r\n\r\n### DevTools package (automated)\r\n\r\n_No response_\r\n\r\n### DevTools version (automated)\r\n\r\n_No response_\r\n\r\n### Error message (automated)\r\n\r\nERROR TypeError: Cannot read property \'createElement\' of undefined, js engine: hermes \r\n\r\n### Error call stack (automated)\r\n\r\n```text\r\nERROR TypeError: Cannot read property \'createElement\' of undefined, js engine: hermes \r\n\r\nthis is related to --->> path: node_modules/react-devtools-core/dist/backend.js\r\nfunction initialize() {\r\n canvas = window.document.createElement(\'canvas\');\r\n canvas.style.cssText = "\\\\n xx-background-color: red;\\\\n xx-opacity: 0.5;\\\\n bottom: 0;\\\\n left: 0;\\\\n pointer-events: none;\\\\n position: fixed;\\\\n right: 0;\\\\n top: 0;\\\\n z-index: 1000000000;\\\\n ";\r\n var root = window.document.documentElement;\r\n root.insertBefore(canvas, root.firstChild);\r\n}\r\n```\r\n\r\n\r\n### Error component stack (automated)\r\n\r\n_No response_\r\n\r\n### GitHub query string (automated)\r\n\r\n_No response_'
  • '[DevTools Bug] Cannot remove node "0" because no matching node was found in the Store. ### Website or app\n\nReact Native App\n\n### Repro steps\n\n1. Run react native app\r\n2. npx react-devtools\r\n3. adb reverse tcp:8097 tcp:8097\r\n4. reload the app, this error should come as mentioned below\n\n### How often does this bug happen?\n\nEvery time\n\n### DevTools package (automated)\n\nreact-devtools-core\n\n### DevTools version (automated)\n\n4.24.7-7f673317f\n\n### Error message (automated)\n\nCannot remove node "0" because no matching node was found in the Store.\n\n### Error call stack (automated)\n\n```text\nat /Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:48:333971\r\n at f.emit (/Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:48:279464)\r\n at /Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:48:281005\r\n at /Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:48:667650\r\n at Array.forEach ()\r\n at A.e.onmessage (/Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:48:667634)\r\n at A.t (/Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:39:2838)\r\n at A.emit (events.js:315:20)\r\n at e.exports.L (/Users/300037427/.npm/_npx/64332/lib/node_modules/react-devtools/node_modules/react-devtools-core/dist/standalone.js:3:58322)\r\n at e.exports.emit (events.js:315:20)\n```\n\n\n### Error component stack (automated)\n\n_No response_\n\n### GitHub query string (automated)\n\n```text\nhttps://api.github.com/search/issues?q=Cannot remove node because no matching node was found in the Store. in:title is:issue is:open is:public label:"Component: Developer Tools" repo:facebook/react\n```\n'
  • '[DevTools Bug] Cannot add node "1" because a node with that id is already in the Store. ### Website or app\r\n\r\nhttps://pasteboard.co/6Ec3lSzDE4Yz.png\r\n\r\n### Repro steps\r\n\r\n1. Open Chrome with 50+ tabs.\r\n2. Run React-based website locally.\r\n3. Open Chrome Dev Tools to investigate [ActiveLink component](https://pasteboard.co/6Ec3lSzDE4Yz.png) hierarchy inside [Navbar component](https://pasteboard.co/ab8kgmDNgn1I.png). \r\n4. ActiveLink component from [Next](https://github.com/vercel/next.js/tree/canary/examples/active-class-name) was used.\r\n5. Get uncaught error [Screenshot](https://pasteboard.co/3ugPX34TF2Xr.png)\r\n\r\n### How often does this bug happen?\r\n\r\nSometimes\r\n\r\n### DevTools package (automated)\r\n\r\nreact-devtools-extensions\r\n\r\n### DevTools version (automated)\r\n\r\n4.21.0-2f8f60ca8\r\n\r\n### Error message (automated)\r\n\r\nCannot add node "1" because a node with that id is already in the Store.\r\n\r\n### Error call stack (automated)\r\n\r\n```text\r\nat chrome-extension://fmkadmapgofadopljbjfkapdkoienihi/build/main.js:26134:41\r\n at bridge_Bridge.emit (chrome-extension://fmkadmapgofadopljbjfkapdkoienihi/build/main.js:24349:22)\r\n at chrome-extension://fmkadmapgofadopljbjfkapdkoienihi/build/main.js:24509:12\r\n at listener (chrome-extension://fmkadmapgofadopljbjfkapdkoienihi/build/main.js:53230:39)\r\n```\r\n\r\n\r\n### Error component stack (automated)\r\n\r\n_No response_\r\n\r\n### GitHub query string (automated)\r\n\r\n```text\r\nhttps://api.github.com/search/issues?q=Cannot add node because a node with that id is already in the Store. in:title is:issue is:open is:public label:"Component: Developer Tools" repo:facebook/react\r\n```\r\n'
| | question |
  • 'DevTools component filter does not work with location **Do you want to request a *feature* or report a *bug*?**\r\nReport a bug.\r\n\r\n**What is the current behavior?**\r\nIn DevTools when a component filter is added with field set to `location` and regex set to `.*`, nothing is filtered out. (BTW, no documentation in this subject is available anywhere.)\r\n\r\n**What is the expected behavior?**\r\nAt least some components be filtered out.\r\nIt would also be awesome if the `location` was shown somewhere for the selected component, so that users can know what kind of Regex they should put together.\r\n\r\n**Which versions of React, and which browser / OS are affected by this issue? Did this work in previous versions of React?**\r\nReact DevTools 4.2.0 on Firefox 69.0.3.'
  • '× Maximum update depth exceeded in controled way **Do you want to request a *feature* or report a *bug*?**\r\n- maybe bug?\r\n\r\n**What is the current behavior?**\r\n\r\nMy case is that I want to update state n times by adding different types of fields to the state and then render them. \r\nEvery updating of dom(adding new field) I have to check whether I should do something more by checking the hight of added elements, for example, add a break between elements. \r\nFields are represented by the tree structure of data, so I created the class which helps me with going through the tree of fields and I keep it in the class property.\r\n\r\nI know how many times I have to modify the DOM so It will be a fully controlled way of state update and it will finish after all fields are added to DOM but before I render all fields I am getting the error "Maximum update depth exceeded".\r\n\r\nDo you know How I can handle with such a problem? \r\nI found a solution by adding setTimeout on the way but I am not sure that is the clean solution?(commented code)\r\nIs it ok that I keep in component class property more complex class to manage structure of data?\r\n\r\nI am providing a simple example in codepage which shows the problem and throw the error.\r\n\r\nhttps://codesandbox.io/s/93w2lp37xw\r\n'
  • 'Bug: Nested setState and unstable_batchedUpdates (are they ignored?) Nested setState and unstable_batchedUpdates (are them ignored?)\r\n\r\nReact version: 16.12\r\n\r\n## Steps To Reproduce\r\nhttps://codesandbox.io/s/batchedupdates-uselayouteffect-evj8s\r\n\r\nopen profile after click, you will see 3 commit.\r\n\r\nit seems that even if we use unstable_batchedUpdates, nested setStates called on\r\ndidUpdate/layouteffect do not get batched.\r\n'
| ## Uses ### Direct Use for Inference First install the SetFit library: ```bash 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("setfit_model_id") # Run inference preds = model("[DevTools Bug]: Firefox and Edge show error in console about unrecognized installation on v4.20.0 ### Website or app reactjs.org ### Repro steps 1. Install React DevTools v4.20.0 in Firefox 2. Load reactjs.org in Firefox 3. Open Firefox DevTools 4. Observe error in console ![image](https://user-images.githubusercontent.com/1271509/137547605-e6ad3045-c20a-4828-9895-af46b8bb4db1.png) ### How often does this bug happen? Every time ") ``` ## Training Details ### Training Set Metrics | Training set | Min | Median | Max | |:-------------|:----|:-------|:-----| | Word count | 11 | 190.23 | 1528 | | Label | Training Sample Count | |:---------|:----------------------| | bug | 200 | | feature | 200 | | question | 200 | ### Training Hyperparameters - batch_size: (16, 2) - num_epochs: (1, 1) - max_steps: -1 - sampling_strategy: oversampling - num_iterations: 20 - 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 - seed: 42 - eval_max_steps: -1 - load_best_model_at_end: False ### Training Results | Epoch | Step | Training Loss | Validation Loss | |:------:|:----:|:-------------:|:---------------:| | 0.0007 | 1 | 0.2882 | - | | 0.0067 | 10 | 0.1652 | - | | 0.0133 | 20 | 0.2361 | - | | 0.02 | 30 | 0.1886 | - | | 0.0267 | 40 | 0.1705 | - | | 0.0333 | 50 | 0.1868 | - | | 0.04 | 60 | 0.1858 | - | | 0.0467 | 70 | 0.1324 | - | | 0.0533 | 80 | 0.1686 | - | | 0.06 | 90 | 0.2588 | - | | 0.0667 | 100 | 0.1911 | - | | 0.0733 | 110 | 0.0388 | - | | 0.08 | 120 | 0.0945 | - | | 0.0867 | 130 | 0.1085 | - | | 0.0933 | 140 | 0.1812 | - | | 0.1 | 150 | 0.0593 | - | | 0.1067 | 160 | 0.1169 | - | | 0.1133 | 170 | 0.0294 | - | | 0.12 | 180 | 0.0867 | - | | 0.1267 | 190 | 0.0392 | - | | 0.1333 | 200 | 0.0454 | - | | 0.14 | 210 | 0.0316 | - | | 0.1467 | 220 | 0.0834 | - | | 0.1533 | 230 | 0.0075 | - | | 0.16 | 240 | 0.0676 | - | | 0.1667 | 250 | 0.0507 | - | | 0.1733 | 260 | 0.0456 | - | | 0.18 | 270 | 0.0174 | - | | 0.1867 | 280 | 0.0093 | - | | 0.1933 | 290 | 0.0029 | - | | 0.2 | 300 | 0.0029 | - | | 0.2067 | 310 | 0.0008 | - | | 0.2133 | 320 | 0.0201 | - | | 0.22 | 330 | 0.0072 | - | | 0.2267 | 340 | 0.0055 | - | | 0.2333 | 350 | 0.0041 | - | | 0.24 | 360 | 0.0057 | - | | 0.2467 | 370 | 0.0015 | - | | 0.2533 | 380 | 0.0071 | - | | 0.26 | 390 | 0.0017 | - | | 0.2667 | 400 | 0.0283 | - | | 0.2733 | 410 | 0.0093 | - | | 0.28 | 420 | 0.001 | - | | 0.2867 | 430 | 0.0026 | - | | 0.2933 | 440 | 0.0011 | - | | 0.3 | 450 | 0.0007 | - | | 0.3067 | 460 | 0.0006 | - | | 0.3133 | 470 | 0.0007 | - | | 0.32 | 480 | 0.0009 | - | | 0.3267 | 490 | 0.0002 | - | | 0.3333 | 500 | 0.0015 | - | | 0.34 | 510 | 0.0005 | - | | 0.3467 | 520 | 0.0002 | - | | 0.3533 | 530 | 0.0003 | - | | 0.36 | 540 | 0.0023 | - | | 0.3667 | 550 | 0.0003 | - | | 0.3733 | 560 | 0.0003 | - | | 0.38 | 570 | 0.0002 | - | | 0.3867 | 580 | 0.0002 | - | | 0.3933 | 590 | 0.0002 | - | | 0.4 | 600 | 0.0002 | - | | 0.4067 | 610 | 0.0004 | - | | 0.4133 | 620 | 0.0004 | - | | 0.42 | 630 | 0.0004 | - | | 0.4267 | 640 | 0.0003 | - | | 0.4333 | 650 | 0.0002 | - | | 0.44 | 660 | 0.0011 | - | | 0.4467 | 670 | 0.0003 | - | | 0.4533 | 680 | 0.0002 | - | | 0.46 | 690 | 0.0001 | - | | 0.4667 | 700 | 0.0002 | - | | 0.4733 | 710 | 0.0002 | - | | 0.48 | 720 | 0.0002 | - | | 0.4867 | 730 | 0.0002 | - | | 0.4933 | 740 | 0.0001 | - | | 0.5 | 750 | 0.0002 | - | | 0.5067 | 760 | 0.0003 | - | | 0.5133 | 770 | 0.0001 | - | | 0.52 | 780 | 0.0001 | - | | 0.5267 | 790 | 0.0001 | - | | 0.5333 | 800 | 0.0002 | - | | 0.54 | 810 | 0.0002 | - | | 0.5467 | 820 | 0.0001 | - | | 0.5533 | 830 | 0.0002 | - | | 0.56 | 840 | 0.0001 | - | | 0.5667 | 850 | 0.0001 | - | | 0.5733 | 860 | 0.0001 | - | | 0.58 | 870 | 0.0001 | - | | 0.5867 | 880 | 0.0001 | - | | 0.5933 | 890 | 0.0001 | - | | 0.6 | 900 | 0.0003 | - | | 0.6067 | 910 | 0.0002 | - | | 0.6133 | 920 | 0.0001 | - | | 0.62 | 930 | 0.0001 | - | | 0.6267 | 940 | 0.0 | - | | 0.6333 | 950 | 0.0001 | - | | 0.64 | 960 | 0.0001 | - | | 0.6467 | 970 | 0.0001 | - | | 0.6533 | 980 | 0.0001 | - | | 0.66 | 990 | 0.0001 | - | | 0.6667 | 1000 | 0.0 | - | | 0.6733 | 1010 | 0.0001 | - | | 0.68 | 1020 | 0.0001 | - | | 0.6867 | 1030 | 0.0001 | - | | 0.6933 | 1040 | 0.0001 | - | | 0.7 | 1050 | 0.0001 | - | | 0.7067 | 1060 | 0.0001 | - | | 0.7133 | 1070 | 0.0001 | - | | 0.72 | 1080 | 0.0001 | - | | 0.7267 | 1090 | 0.0 | - | | 0.7333 | 1100 | 0.0001 | - | | 0.74 | 1110 | 0.0 | - | | 0.7467 | 1120 | 0.0001 | - | | 0.7533 | 1130 | 0.0002 | - | | 0.76 | 1140 | 0.0 | - | | 0.7667 | 1150 | 0.0001 | - | | 0.7733 | 1160 | 0.0 | - | | 0.78 | 1170 | 0.0001 | - | | 0.7867 | 1180 | 0.0001 | - | | 0.7933 | 1190 | 0.0001 | - | | 0.8 | 1200 | 0.0001 | - | | 0.8067 | 1210 | 0.0001 | - | | 0.8133 | 1220 | 0.0001 | - | | 0.82 | 1230 | 0.0003 | - | | 0.8267 | 1240 | 0.0 | - | | 0.8333 | 1250 | 0.0 | - | | 0.84 | 1260 | 0.0001 | - | | 0.8467 | 1270 | 0.0 | - | | 0.8533 | 1280 | 0.0002 | - | | 0.86 | 1290 | 0.0001 | - | | 0.8667 | 1300 | 0.0002 | - | | 0.8733 | 1310 | 0.0001 | - | | 0.88 | 1320 | 0.0001 | - | | 0.8867 | 1330 | 0.0 | - | | 0.8933 | 1340 | 0.0001 | - | | 0.9 | 1350 | 0.0001 | - | | 0.9067 | 1360 | 0.0001 | - | | 0.9133 | 1370 | 0.0 | - | | 0.92 | 1380 | 0.0001 | - | | 0.9267 | 1390 | 0.0001 | - | | 0.9333 | 1400 | 0.0 | - | | 0.94 | 1410 | 0.0001 | - | | 0.9467 | 1420 | 0.0001 | - | | 0.9533 | 1430 | 0.0001 | - | | 0.96 | 1440 | 0.0001 | - | | 0.9667 | 1450 | 0.0001 | - | | 0.9733 | 1460 | 0.0001 | - | | 0.98 | 1470 | 0.0001 | - | | 0.9867 | 1480 | 0.0 | - | | 0.9933 | 1490 | 0.0001 | - | | 1.0 | 1500 | 0.0001 | - | ### Framework Versions - Python: 3.10.12 - SetFit: 1.0.3 - Sentence Transformers: 3.0.1 - Transformers: 4.39.0 - PyTorch: 2.3.0+cu121 - Datasets: 2.20.0 - 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} } ```