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Initial_dataset_upload

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  1. README.md +89 -0
  2. labeled_comments.csv +0 -0
README.md ADDED
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+ ---
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+ language:
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+ - vi
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+ license: other
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+ pretty_name: Vietnamese Cau Cuu Facebook Comments
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+ tags:
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+ - vietnamese
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+ - disaster-response
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+ - emergency-detection
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+ - facebook-comments
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+ - text-classification
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+ task_categories:
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+ - text-classification
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+ task_ids:
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+ - binary-classification
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+ size_categories:
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+ - 1K<n<10K
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+ annotations_creators:
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+ - machine-generated
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+ source_datasets:
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+ - original
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+ ---
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+
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+ # Vietnamese Cau Cuu Facebook Comments
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+
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+ ## Dataset Summary
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+
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+ This dataset contains Vietnamese Facebook comments collected from a natural-disaster discussion thread and auto-labeled for binary emergency detection.
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+
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+ The target task is to detect whether a comment is a real-time rescue request (`cau_cuu`) versus a non-emergency comment (`khong_phai_cau_cuu`).
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+
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+ This release is intended as a bootstrap dataset for triage modeling and should be treated as a weakly supervised resource. Human review is strongly recommended before production use.
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+
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+ ## Task Definition
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+
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+ - `0`: `khong_phai_cau_cuu`
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+ Non-emergency content such as sympathy, reposts, hotline aggregation, updates that the family is already safe, or unrelated discussion.
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+ - `1`: `cau_cuu`
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+ Active rescue requests where people are trapped, in immediate danger, isolated, or explicitly requesting emergency evacuation/support.
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+
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+ Priority metric for downstream models: recall on label `1`.
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+
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+ ## Data Source
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+
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+ - Source type: Vietnamese Facebook comments from a disaster-related post/thread.
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+ - Data was flattened from both top-level comments and nested replies.
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+ - Original extraction and weak labeling were produced locally for research and experimentation.
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+
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+ ## Data Fields
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+
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+ - `id`: Stable synthetic identifier derived from comment tree position.
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+ - `text`: Raw Vietnamese comment text.
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+ - `label`: Binary weak label (`0` or `1`).
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+ - `confidence`: Heuristic confidence score from the auto-labeling pipeline.
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+
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+ ## Class Distribution
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+
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+ Current version statistics:
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+
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+ - Total rows: `1492`
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+ - Label `0`: `1050`
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+ - Label `1`: `442`
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+
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+ ## Labeling Method
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+
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+ Labels were assigned with a rule-based weak supervision pipeline using:
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+
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+ - urgent rescue keywords such as `cứu`, `mắc kẹt`, `ngập tới mái`, `khẩn cấp`, `SOS`
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+ - structural signals such as phone numbers, map links, GPS-like coordinates, and location mentions
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+ - negative filters for resolved cases (`đã được cứu`, `đã an toàn`) and hotline/broadcast style comments
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+
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+ Because labels are weakly supervised, false positives and false negatives remain possible.
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+
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+ ## Recommended Use
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+
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+ - Training or bootstrapping a Vietnamese emergency comment classifier
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+ - Error analysis and heuristic refinement
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+ - Human-in-the-loop triage experiments
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+
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+ ## Limitations and Ethics
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+
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+ - Comments may contain sensitive situational information such as phone numbers and addresses.
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+ - Labels are machine-generated and not fully human-verified.
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+ - Do not use this dataset for surveillance or any harmful downstream purpose.
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+ - Review privacy, legal, and platform-policy constraints before redistribution or deployment.
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+
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+ ## Citation
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+
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+ If you use this dataset, please cite the project/repository that publishes this dataset card and describe it as a weakly supervised Vietnamese rescue-request classification dataset.
labeled_comments.csv ADDED
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