# Transformer Model for Semantic Parsing

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**Category:** Beginners\
**Created:** [January 6, 2021, 8:48am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Ftransformer-model-for-semantic-parsing%2F3082 "2021-01-06T08:48:18Z")\
**Posts on this page:** 3\
**Page:** 1

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**Author:** ![ayushjain1144](https://avatars.discourse-cdn.com/v4/letter/a/a587f6/32.png) [@ayushjain1144](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2Fayushjain1144)%5C
**Post date:** [January 6, 2021, 8:48am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Ftransformer-model-for-semantic-parsing%2F3082%2F1 "2021-01-06T08:48:18Z")

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Hi, thank you for the awesome work Hugging Face!

I want to perform semantic parsing. Unfortunately, I couldn’t find any examples on hugging face repo for that. Could you please let me know how I should proceed? I suppose I could use a Seq2Seq EncoderDecoder model like BERT2BERT and finetune it for semantic parsing. Or do you think there is a better way? For more context, I have natural language grounding descriptions and I want to generate logical parse tree from it. In literature, there are a few tree transformer-based techniques and Seq2Tree technique which I think hugging face do not support yet (or does it?).

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**Author:** ![friendszhip](https://avatars.discourse-cdn.com/v4/letter/f/bcef8e/32.png) [@friendszhip](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2Ffriendszhip)%5C
**Post date:** [July 2, 2025, 6:30pm UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Ftransformer-model-for-semantic-parsing%2F3082%2F2 "2025-07-02T18:30:10Z")

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Have you tried figuring this out?

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**Author:** ![John6666](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/john6666/32/27664_2.png) [@John6666](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FJohn6666)%5C
**Post date:** [July 3, 2025, 1:13am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Ftransformer-model-for-semantic-parsing%2F3082%2F3 "2025-07-03T01:13:27Z")

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Resources for now.

> **[GitHub - icip-cas/Semantic-Parsing](https://github.com/icip-cas/Semantic-Parsing)**
>
> Contribute to icip-cas/Semantic-Parsing development by creating an account on GitHub.

> <https://github.com/sebastianruder/NLP-progress/blob/master/english/semantic_parsing.md>
