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GLiNER2: Unified Schema-Based Information Extraction
- hbcondo714 7mo agoThere is another version at: https://github.com/urchade/GLiNER https://github.com/urchade/GLiNER Looks like it’s still being maintained too?
- adsharma 7mo agoUse Gliner2. Much better model.
- hbcondo714 7mo agoOkay but there is a dependency on gliner1: https://github.com/fastino-ai/GLiNER2/issues/69 https://github.com/fastino-ai/GLiNER2/issues/69
- adsharma 7mo agoSounds like a great model which is hobbled by a bunch of mundane python programming issues that researchers don't want to deal with. If there is sufficient interest, I can look into maintaining a new wrapper.
- goodlux 7mo agoGLiNER2 is an upgrade that allows for relationship extraction and classification, built on GLiNER, and added additional research / papers, then trained a new model.
- deepsquirrelnet 7mo agoZero-shot encoder models are so cool. I'll definitely be checking this out. If you're looking for a zero-shot classifier, tasksource is in a similar vein. https://huggingface.co/tasksource/ModernBERT-large-nli https://huggingface.co/tasksource/ModernBERT-large-nli
- goodlux 7mo agogliner2 does classification as well as entities and relationships
- iwhalen 7mo agoVery cool stuff. Love the focus on CPU-first. Would also love to see some throughput numbers on basic VM setup. Edit: there are some latency numbers in the paper https://arxiv.org/pdf/2507.18546 https://arxiv.org/pdf/2507.18546
- adsharma 7mo agoFeels like it's written by ML people not following python software engineering practices. No black, UV or ruff. Prints messages with emojis to stdout by default. Makes a connection to hugging face on every import. https://github.com/fastino-ai/GLiNER2/pull/74 https://github.com/fastino-ai/GLiNER2/pull/74
- fbilhaut 7mo agoGLiNER is a really great research work. But putting this kind of things in production is just another job. Not trying to do self promotion here, but there are alternatives for this purpose, like gline-rs (https://github.com/fbilhaut/gline-rs https://github.com/fbilhaut/gline-rs). Support of GLiNER 2 models is on the way.
- adsharma 7mo agoAny chance you could wrap this in pyo3? There is a large python market for this.
- snthpy 7mo agoThis looks great. Thank you!
- plaguna 7mo agoIs this only for text I guess? What if the documents are in PDF? What is the recommendation to transform PDF to text?
- akreal 7mo agoDocling: https://github.com/docling-project/docling https://github.com/docling-project/docling