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+ ---
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+ task_categories:
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+ - token-classification
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+ language:
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+ - vi
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+ ---
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+ ## Dataset Card for BKEE
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+
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+ ### 1. Dataset Summary
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+
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+ **BKEE** is the first Vietnamese **Event Extraction** dataset, containing **1,066** fully annotated documents covering:
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+
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+ * **33+ event types**
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+ * **28 argument roles**
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+ * Entity mentions, event mentions, and relation mentions
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+
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+ This resource addresses the lack of Vietnamese‑specific EE datasets and supports tasks from event detection to argument extraction.
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+
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+
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+ ### 2. Supported Tasks and Metrics
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+
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+ * **Tasks**
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+
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+ * Entity Mention Detection
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+ * Event Detection
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+ * Event Argument Extraction
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+ * **Metrics**
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+
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+ * Precision / Recall / F1 (per subtask)
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+ * Overall document‑level accuracy
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+
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+
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+ ### 3. Languages
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+
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+ * Vietnamese
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+
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+ ### 4. Dataset Structure
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+
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+ All splits have been merged into one CSV. Each row corresponds to one sentence mention:
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+
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+ | Column | Type | Description |
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+ | ------------------- | ------ | ----------------------------------------------------- |
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+ | `doc_id` | string | Unique document identifier (e.g. “train-00001”). |
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+ | `sent_id` | string | Unique sentence identifier within a document. |
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+ | `tokens` | list | Tokenized words. |
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+ | `sentence` | string | Original sentence text. |
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+ | `event_types` | list | List of event type labels occurring in this sentence. |
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+ | `argument_roles` | list | List of argument-role labels aligned to `tokens`. |
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+ | `entity_mentions` | list | List of entity mention spans (start, end, label). |
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+ | `event_mentions` | list | List of event trigger spans (start, end, label). |
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+ | `relation_mentions` | list | List of relations between arguments and events. |
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+ | `type` | string | Split: `train` / `dev` / `test`. |
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+ | `dataset` | string | Always `BKEE` (for provenance). |
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+
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+
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+ ### 5. Data Fields
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+
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+ * **doc\_id**, **sent\_id** (`str`): Document and sentence IDs.
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+ * **tokens** (`List[str]`): Tokenized text.
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+ * **sentence** (`str`): Raw sentence.
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+ * **event\_types**, **argument\_roles**, **entity\_mentions**, **event\_mentions**, **relation\_mentions**: Annotations per sentence.
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+ * **type** (`str`): Data split.
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+ * **dataset** (`str`): Always `BKEE`.
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+
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+
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+ ### 6. Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ ds = load_dataset("visolex/BKEE")
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+
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+ # Filter by split
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+ train = ds.filter(lambda ex: ex["type"] == "train")
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+ val = ds.filter(lambda ex: ex["type"] == "dev")
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+ test = ds.filter(lambda ex: ex["type"] == "test")
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+
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+ # Inspect one example
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+ print(train[0])
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+ ```
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+
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+
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+ ### 7. Source & Links
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+
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+ * **GitHub** (original data & code):
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+ [https://github.com/nhungnt/BKEE](https://github.com/nhungnt/BKEE) ([github.com][2])
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+ * **Paper**:
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+ Thi‑Nhung Nguyen et al. (2024), “BKEE: Pioneering Event Extraction in the Vietnamese Language,” *LREC‑COLING 2024*. ([aclanthology.org][1])
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+ * **Hugging Face (this unified version)**:
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+ [https://huggingface.co/datasets/visolex/BKEE](https://huggingface.co/datasets/visolex/BKEE)
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+
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+
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+ ### 8. License
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+
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+ Released under **CC BY‑NC 4.0**. See the GitHub repo for full terms.
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+
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+
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+ ### 9. Citation
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+
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+ ```bibtex
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+ @inproceedings{nguyen-etal-2024-bkee,
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+ title = {BKEE: Pioneering Event Extraction in the Vietnamese Language},
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+ author = {Nguyen, Thi-Nhung and Tran, Bang Tien and Luu, Trong-Nghia and
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+ Nguyen, Thien Huu and Nguyen, Kiem-Hieu},
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+ booktitle = {Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)},
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+ month = may,
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+ year = {2024},
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+ address = {Torino, Italia},
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+ publisher = {ELRA and ICCL},
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+ url = {https://aclanthology.org/2024.lrec-main.217},
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+ pages = {2421--2427}
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+ }
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+ ```
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+
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+ ```bibtex
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+ @misc{nhungnt_bkee,
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+ title = {BKEE: Pioneering Event Extraction in the Vietnamese Language},
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+ author = {{nhungnt}},
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+ howpublished = {\url{https://github.com/nhungnt/BKEE}},
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+ year = {2024}
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+ }
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+ ```