What's Changed
* add trainer integration docs by lvwerra in https://github.com/huggingface/evaluate/pull/325
* Stop using model-defined truncation in perplexity calculation by mathemakitten in https://github.com/huggingface/evaluate/pull/333
* Don't use eval for Evaluator instances in the doc by fxmarty in https://github.com/huggingface/evaluate/pull/341
* fix caching by lvwerra in https://github.com/huggingface/evaluate/pull/336
* Fix 327 set default row of gradio webui to 1 and drop empty/blank row by Raibows in https://github.com/huggingface/evaluate/pull/335
* Update pr docs actions by mishig25 in https://github.com/huggingface/evaluate/pull/344
* Fix `scikit-learn` install in spaces by lvwerra in https://github.com/huggingface/evaluate/pull/345
* added MASE, sMAPE and MAPE metrics by kashif in https://github.com/huggingface/evaluate/pull/330
* fix sklearn dependency in mape, mase and smape by lvwerra in https://github.com/huggingface/evaluate/pull/346
* Update link text by stevhliu in https://github.com/huggingface/evaluate/pull/360
* Corrected range of MAE by clefourrier in https://github.com/huggingface/evaluate/pull/359
* Revert "Update pr docs actions" by mishig25 in https://github.com/huggingface/evaluate/pull/363
* Evaluation suite by mathemakitten in https://github.com/huggingface/evaluate/pull/337
* Matthews correlation coefficient by sanderland in https://github.com/huggingface/evaluate/pull/362
* fix tf version by lvwerra in https://github.com/huggingface/evaluate/pull/372
* Add TextGeneration Evaluator by NimaBoscarino in https://github.com/huggingface/evaluate/pull/350
* Fix typo in rouge types by davebulaval in https://github.com/huggingface/evaluate/pull/364
* Add `Evaluate` usage for `scikit-learn` by awinml in https://github.com/huggingface/evaluate/pull/368
* Adding metric visualization by sashavor in https://github.com/huggingface/evaluate/pull/342
* Add NIST metric by BramVanroy in https://github.com/huggingface/evaluate/pull/250
* add GitHub Actions CI by lvwerra in https://github.com/huggingface/evaluate/pull/375
* Add Evaluate Usage for Keras and Tensorflow by arjunpatel7 in https://github.com/huggingface/evaluate/pull/370
* fix version by lvwerra in https://github.com/huggingface/evaluate/pull/380
* CharacTER: MT metric by BramVanroy in https://github.com/huggingface/evaluate/pull/286
* CharCut: another character-based MT evaluation metric by BramVanroy in https://github.com/huggingface/evaluate/pull/290
* asr model evaluator addition + doc by bayartsogt-ya in https://github.com/huggingface/evaluate/pull/378
* Docs for EvaluationSuite by mathemakitten in https://github.com/huggingface/evaluate/pull/340
* Update the documentation of Mauve by krishnap25 in https://github.com/huggingface/evaluate/pull/377
* fix-ci-badge by lvwerra in https://github.com/huggingface/evaluate/pull/385
New Contributors
* Raibows made their first contribution in https://github.com/huggingface/evaluate/pull/335
* kashif made their first contribution in https://github.com/huggingface/evaluate/pull/330
* clefourrier made their first contribution in https://github.com/huggingface/evaluate/pull/359
* davebulaval made their first contribution in https://github.com/huggingface/evaluate/pull/364
* awinml made their first contribution in https://github.com/huggingface/evaluate/pull/368
* arjunpatel7 made their first contribution in https://github.com/huggingface/evaluate/pull/370
* bayartsogt-ya made their first contribution in https://github.com/huggingface/evaluate/pull/378
* krishnap25 made their first contribution in https://github.com/huggingface/evaluate/pull/377
**Full Changelog**: https://github.com/huggingface/evaluate/compare/v0.3.0...v0.4.0