Deeppavlov

Improvements
- Added two NER DeBERTa models ([1691](https://github.com/deeppavlov/DeepPavlov/pull/1691)).

Improvements
- Added Python 3.11 support ([1681](https://github.com/deeppavlov/DeepPavlov/pull/1681)).
- Added NER model with 37 entities ([1682](https://github.com/deeppavlov/DeepPavlov/pull/1682)).

Improvements
- Added model usage examples to Quick Start ([1669](https://github.com/deeppavlov/DeepPavlov/pull/1669)).

Bug Fixes and Other Changes
- Fixed documentation building ([1673](https://github.com/deeppavlov/DeepPavlov/pull/1673)).
- Fixed wrong link in documentation, platforms list and multitask model evaluation ([1668](https://github.com/deeppavlov/DeepPavlov/pull/1668), [#1676](https://github.com/deeppavlov/DeepPavlov/pull/1676), [#1672](https://github.com/deeppavlov/DeepPavlov/pull/1672)).

Major Features and Improvements
- Models documentation brought to a uniform format: 1. Introduction to the task. 2. Get started with the model. 3. Models list. 4. Use the model for prediction. 5. Customize the model. rst docs converted in ipynb format. ([1644](https://github.com/deeppavlov/DeepPavlov/pull/1644)).

Bug Fixes and Other Changes
- Updated requirements ([1662](https://github.com/deeppavlov/DeepPavlov/pull/1662), [#1665](https://github.com/deeppavlov/DeepPavlov/pull/1665)).
- Fixed error when using multiple GPUs for NER models ([1661](https://github.com/deeppavlov/DeepPavlov/pull/1661)).
- Fixed issue [1642](https://github.com/deeppavlov/DeepPavlov/issues/1642) ([#1661](https://github.com/deeppavlov/DeepPavlov/pull/1661)).

Breaking Changes
- Removed `model_name` parameter from `TorchModel` and its derived classes. Now model should be initialized in component's `__init__` method ([1617](https://github.com/deeppavlov/DeepPavlov/pull/1617)).
- Removed `deeppavlov.core.models.lr_scheduled_model` ([1617](https://github.com/deeppavlov/DeepPavlov/pull/1617)).
- `TorchModel.__init__` now has one mandatory parameter - `model` ([1617](https://github.com/deeppavlov/DeepPavlov/pull/1617)).

Major Features and Improvements
- Few-Shot Text Classification Model ([1630](https://github.com/deeppavlov/DeepPavlov/pull/1630)).
- GLUE and SuperGLUE models major update ([1647](https://github.com/deeppavlov/DeepPavlov/pull/1647)).
- New components and configs for syntax parser and morphotagger ([1641](https://github.com/deeppavlov/DeepPavlov/pull/1641)).
- Improved quality and reduce RAM consumption of ODQA models ([1635](https://github.com/deeppavlov/DeepPavlov/pull/1635)).
- Removed code duplication and excessive parameters from classes derived from `TorchModel` ([1617](https://github.com/deeppavlov/DeepPavlov/pull/1617)).


Bug Fixes and Other Changes
- Fixed [1247](https://github.com/deeppavlov/DeepPavlov/issues/1247), [#1262](https://github.com/deeppavlov/DeepPavlov/issues/1262), [#1522](https://github.com/deeppavlov/DeepPavlov/issues/1522) ([#1655](https://github.com/deeppavlov/DeepPavlov/pull/1655), [#1656](https://github.com/deeppavlov/DeepPavlov/pull/1656)).
- Added wheel to requirements ([1650](https://github.com/deeppavlov/DeepPavlov/pull/1650)).

Breaking Changes
- Removed [RabbitMQ connector](https://github.com/deeppavlov/DeepPavlov/tree/1.1.1/deeppavlov/utils/agent) ([#1631](https://github.com/deeppavlov/DeepPavlov/pull/1631)).
- Removed [overrides](https://github.com/deeppavlov/DeepPavlov/blob/0448c732251ec171a85422eab197719f4e587334/requirements.txt#L6) decorator ([1631](https://github.com/deeppavlov/DeepPavlov/pull/1631)).

Major Features and Improvements
- Improvement of models for [question answering over knowledge graphs](https://github.com/deeppavlov/DeepPavlov/tree/1.2.0/deeppavlov/configs/kbqa) ([#1598](https://github.com/deeppavlov/DeepPavlov/pull/1598)).
- [GLUE](https://github.com/deeppavlov/DeepPavlov/tree/1.2.0/deeppavlov/configs/classifiers/glue) models update ([#1645](https://github.com/deeppavlov/DeepPavlov/pull/1645)).

Bug Fixes and Other Changes
- Fix the Russian SuperGLUE certificates bug by loading the datasets from DeepPavlov servers ([1633](https://github.com/deeppavlov/DeepPavlov/pull/1633)).
- General [requirements](https://github.com/deeppavlov/DeepPavlov/blob/1.1.1/requirements.txt) update ([#1631](https://github.com/deeppavlov/DeepPavlov/pull/1631), [#1643](https://github.com/deeppavlov/DeepPavlov/pull/1643)).
- Fixed CRF save in [torch_transformers_sequence_tagger](https://github.com/deeppavlov/DeepPavlov/blob/0448c732251ec171a85422eab197719f4e587334/deeppavlov/models/torch_bert/torch_transformers_sequence_tagger.py#L135) ([1637](https://github.com/deeppavlov/DeepPavlov/pull/1637)).
- Fixes in tests ([1640](https://github.com/deeppavlov/DeepPavlov/pull/1640)).