It’s Like GPT-3 but for Code–Fun, Fast, and Full of Flaws

• picard

  6 322 0.0 Haskell

  PICARD - Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models. PICARD is a ServiceNow Research project that was started at Element AI. (by ServiceNow)

  

We tried using OpenAI/Davinci for SQL query authoring, but it quickly became obvious that we are still really far from something the business could find value in. The state of the art as described below is nowhere near where we would need it to be:

https://yale-lily.github.io/spider

https://arxiv.org/abs/2109.05093

https://github.com/ElementAI/picard

To be clear, we haven't tried this on actual source code (i.e. procedural concerns), so I feel like this is a slightly different battle.

The biggest challenge I see is that the queries we would need the most assistance with are the same ones that are the rarest to come by in terms of training data. They are also incredibly specific in the edge cases, many time requiring subjective evaluation criteria to produce an acceptable outcome (i.e. recursive query vs 5k lines of unrolled garbage).

• spider

  10 699 0.0 Python

  scripts and baselines for Spider: Yale complex and cross-domain semantic parsing and text-to-SQL challenge

We tried using OpenAI/Davinci for SQL query authoring, but it quickly became obvious that we are still really far from something the business could find value in. The state of the art as described below is nowhere near where we would need it to be:

https://yale-lily.github.io/spider

https://arxiv.org/abs/2109.05093

https://github.com/ElementAI/picard

To be clear, we haven't tried this on actual source code (i.e. procedural concerns), so I feel like this is a slightly different battle.

The biggest challenge I see is that the queries we would need the most assistance with are the same ones that are the rarest to come by in terms of training data. They are also incredibly specific in the edge cases, many time requiring subjective evaluation criteria to produce an acceptable outcome (i.e. recursive query vs 5k lines of unrolled garbage).

• SurveyJS

  surveyjs.io sponsored

  Open-Source JSON Form Builder to Create Dynamic Forms Right in Your App. With SurveyJS form UI libraries, you can build and style forms in a fully-integrated drag & drop form builder, render them in your JS app, and store form submission data in any backend, inc. PHP, ASP.NET Core, and Node.js.

  

• webextension-polyfill

  18 2,529 1.3 JavaScript

  A lightweight polyfill library for Promise-based WebExtension APIs in Chrome

  

I've written extensions before and Firefox has a very good polyfill [0] that makes it quite easy to write extensions for all browsers. It does get a bit trickier if you also want to incorporate TypeScript [1] or React however.

[0] https://github.com/mozilla/webextension-polyfill

[1] https://github.com/Lusito/webextension-polyfill-ts

• webextension-polyfill-ts

  1 380 5.5 TypeScript

  This is a TypeScript ready "wrapper" for the WebExtension browser API Polyfill by Mozilla

I've written extensions before and Firefox has a very good polyfill [0] that makes it quite easy to write extensions for all browsers. It does get a bit trickier if you also want to incorporate TypeScript [1] or React however.

[0] https://github.com/mozilla/webextension-polyfill

[1] https://github.com/Lusito/webextension-polyfill-ts

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