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Cite the IBERAMIA 2026 paper

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@@ -29,8 +29,9 @@ The **2,664 candidate pairs sent to human annotators**, each carrying the model
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  the stratum it was drawn from. This is the pool *before* annotation; the labelled result is
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  [`Flaglab/esnlir-al-annotated-test`](https://huggingface.co/datasets/Flaglab/esnlir-al-annotated-test).
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- > **Active Learning for Spanish Natural Language Inference**
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  > Diego Ortiz, Johan R. Portela, Ruben Manrique — Universidad de los Andes, Bogotá
 
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  Selection code: [`jd-rodriguezp1234/esnlir-active-learning`](https://github.com/jd-rodriguezp1234/esnlir-active-learning)
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  (`notebooks/annotation/`)
@@ -111,11 +112,15 @@ print(len(confident_and_wrong), "confidently wrong")
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  ## Citation
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  ```bibtex
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- @misc{ortiz_esnlir_active_learning,
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- author = {Ortiz, Diego and Portela, Johan R. and Manrique, Ruben},
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- title = {Active Learning for Spanish Natural Language Inference},
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- school = {Universidad de los Andes, Bogot{\'a}, Colombia},
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- year = {2026},
 
 
 
 
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  }
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  ```
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  the stratum it was drawn from. This is the pool *before* annotation; the labelled result is
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  [`Flaglab/esnlir-al-annotated-test`](https://huggingface.co/datasets/Flaglab/esnlir-al-annotated-test).
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+ > **Active Learning for Spanish Natural Language Inference on a Heterogeneous Multi-Domain Corpus**
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  > Diego Ortiz, Johan R. Portela, Ruben Manrique — Universidad de los Andes, Bogotá
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+ > *Advances in Artificial Intelligence — IBERAMIA 2026* (to appear)
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  Selection code: [`jd-rodriguezp1234/esnlir-active-learning`](https://github.com/jd-rodriguezp1234/esnlir-active-learning)
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  (`notebooks/annotation/`)
 
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  ## Citation
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  ```bibtex
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+ @InProceedings{ortiz2026activelearningspanishnli,
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+ author = {Ortiz, Diego and Portela, Johan R. and Manrique, Ruben},
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+ title = {Active Learning for Spanish Natural Language Inference
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+ on a Heterogeneous Multi-Domain Corpus},
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+ booktitle = {Advances in Artificial Intelligence -- IBERAMIA 2026},
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+ year = {2026},
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+ publisher = {Springer Nature Switzerland},
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+ address = {Cham},
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+ note = {To appear},
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  }
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  ```
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