🚀 Meet the new GLiNER architecture 🚀
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🚀 Meet the new GLiNER architecture 🚀
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GLiNER revolutionized zero-shot NER by demonstrating that lightweight encoders can achieve excellent results.  We're excited to continue R&D with this spirit 🔥. Our new bi-encoder and poly-encoder architectures were developed to address the main limitations of the original GLiNER architecture and bring the following new possibilities:
text
GLiNER revolutionized zero-shot NER by demonstrating that lightweight encoders can achieve excellent results.  We're excited to continue R&D with this spirit 🔥. Our new bi-encoder and poly-encoder architectures were developed to address the main limitations of the original GLiNER architecture and bring the following new possibilities:
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🔹 An unlimited number of entities can be recognized at once.
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🔹 An unlimited number of entities can be recognized at once.
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🔹Faster inference when entity embeddings are preprocessed.
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🔹Faster inference when entity embeddings are preprocessed.
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🔹Better generalization to unseen entities.
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🔹Better generalization to unseen entities.
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While the bi-encoder architecture can lack inter-label understanding, we developed a poly-encoder architecture with post-fusion. It achieves the same or even better results on many benchmarking datasets compared to the original GLiNER, while still offering the listed advantages of bi-encoders.
text
While the bi-encoder architecture can lack inter-label understanding, we developed a poly-encoder architecture with post-fusion. It achieves the same or even better results on many benchmarking datasets compared to the original GLiNER, while still offering the listed advantages of bi-encoders.
new_line
Now, it’s possible to run GLiNER with hundreds of entities much faster and more reliably. 
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Now, it’s possible to run GLiNER with hundreds of entities much faster and more reliably. 
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📌 Try the new models here:
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📌 Try the new models here:
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https://huggingface.co/collections/knowledgator/gliner-bi-encoders-66c492ce224a51c54232657b
knowledgator/gliner-bi-encoders-66c492ce224a51c54232657b
collection
resource
https://huggingface.co/collections/knowledgator/gliner-bi-encoders-66c492ce224a51c54232657b
new_line
🚀 Meet the new GLiNER architecture 🚀
GLiNER revolutionized zero-shot NER by demonstrating that lightweight encoders can achieve excellent results.  We're excited to continue R&D with this spirit 🔥. Our new bi-encoder and poly-encoder architectures were developed to address the main limitations of the original GLiNER architecture and bring the following new possibilities:

🔹 An unlimited number of entities can be recognized at once.
🔹Faster inference when entity embeddings are preprocessed.
🔹Better generalization to unseen entities.

While the bi-encoder architecture can lack inter-label understanding, we developed a poly-encoder architecture with post-fusion. It achieves the same or even better results on many benchmarking datasets compared to the original GLiNER, while still offering the listed advantages of bi-encoders.
Now, it’s possible to run GLiNER with hundreds of entities much faster and more reliably. 

📌 Try the new models here:
https://huggingface.co/collections/knowledgator/gliner-bi-encoders-66c492ce224a51c54232657b

👀
John6666
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Feynman Innovations
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Stepanov
Ihor
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