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Language understanding toolkit for human dialogs.

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## Changes [WIP] ### 1. Thread Safety SLU Service/API generally has a single `Workflow` object in memory that is responsible for execution of plugins across all requests and maintaining their...

Paper: https://arxiv.org/pdf/2111.09543.pdf The authors compare XLMR with [mDeBERTa-v3](https://huggingface.co/microsoft/mdeberta-v3-base), and show that mDeBERTa-v3 is significantly better than XLMR (previous sota) in XNLI dataset. Changing from XLMR to mDeBERTa-v3 should be trivially...

feature

# Motivation I was recently documenting the migration effort between dialogy `0.8.x` -> `0.9.x` and I needed to explain the plugin interface. The amount of effort required to explain `replace_output`...

Sometimes (randomly?) [this test](https://gitlab.com/skit-ai/slu/application-collections-entity-improvements/-/blob/74f181767f04d638374c102541f7c0b829ff8034/tests/test_controller/test_predict_api.py#L126) on application collections combined is failing and that's resulting in a [failed CI/CD pipeline](https://gitlab.com/skit-ai/slu/application-collections-entity-improvements/-/jobs/3205115543). This patch currently bypasses the `dim=amount-of-money` and `type=interval` coupling. (amount-of-money [expects](https://github.com/skit-ai/dialogy/blob/24ad1089e3073106ab5458b93ef36b8bd9904f6e/dialogy/types/entity/amount_of_money/__init__.py#L67) type...

**Describe the bug** There's no `model_dir` exist check in the `XLMRMultiClass` class in Dialogy. It creates an instance of the class thereby resulting in the creation of a `NoneType` object....

bug

Error [LinK](https://sentry.io/organizations/skit-ai/issues/3143922706/?project=6087224&referrer=slack) Description: When trying to combine 2 interval entities over slots the above error occurred. Fixed using this [code](https://gitlab.com/vernacularai/ai/clients/shriram-life/-/blob/another_branch/slu/src/controller/combine_datetime.py#L168-L176)

bug

**Describe the bug** **Call reference_time**: **21-03-22 17:24:34** (Turn 1) Bot: What day for booking? Person: tomorrow #Expected Entity: **22-03-22 00:00:00**, Captured Entity:**22-03-22 00:00:00** (Turn 2) Bot: What time? Person: Book...

bug

A bug was found when testing in Oppo when users are saying something in Hindi but English ASR is used. certain words are out of vocabulary for the stanza model....

bug