Founder of a listed tool

Ihor Stepanov

Co-founder and CEO; GLiClass research co-author, named behind the GLiClass listing on Anchor Terminal.

Co-founder and CEO; GLiClass research co-author

Ihor Stepanov is the first-listed author of Knowledgator's research papers, including GLiClass (August 2025), which adapts the GLiNER architecture for zero-shot sequence classification, and a bi-encoder GLiNER that recognises thousands of entity types at once (February 2026). Knowledgator is an open-source machine learning research company founded in 2021.

What Ihor builds

  • GLiClass D · Decision models

    GLiClass is an open-source Python library and family of open-weight zero-shot text classifiers from Knowledgator. It scores every candidate label in one forward pass and runs locally through a pipeline or a Ray Serve endpoint.

    Co-founder and CEO; GLiClass research co-author, researched 27 October 2026 · the people behind it

Works with

Questions

Who is Ihor Stepanov?

Ihor Stepanov is the first-listed author of Knowledgator's research papers, including GLiClass (August 2025), which adapts the GLiNER architecture for zero-shot sequence classification, and a bi-encoder GLiNER that recognises thousands of entity types at once (February 2026). Knowledgator is an open-source machine learning research company founded in 2021.

What does Knowledgator make?

Anchor Terminal lists GLiClass from Knowledgator. GLiClass is an open-source Python library and family of open-weight zero-shot text classifiers from Knowledgator. It scores every candidate label in one forward pass and runs locally through a pipeline or a Ray Serve endpoint.

How are Ihor's tools graded?

GLiClass is graded D, 50.2 out of 100, on Anchor Terminal's benchmark, which scores every listing against the same checklist.

Sources (8)

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