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+ # Audio files - uncompressed
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LICENSE ADDED
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+ MIT License
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+
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+ Copyright (c) 2026 PII-TRACE contributors
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+
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+ Permission is hereby granted, free of charge, to any person obtaining a copy
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+ of this software and associated documentation files (the "Software"), to deal
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+ in the Software without restriction, including without limitation the rights
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+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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+ copies of the Software, and to permit persons to whom the Software is
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+ furnished to do so, subject to the following conditions:
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+
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+ The above copyright notice and this permission notice shall be included in all
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+ copies or substantial portions of the Software.
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+
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+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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+ SOFTWARE.
README.md ADDED
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+ ---
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+ license: mit
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+ language:
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+ - en
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+ pretty_name: "PII-TRACE: Multi-Turn PII NER Dataset"
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+ task_categories:
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+ - token-classification
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+ size_categories:
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+ - n<1K
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+ tags:
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+ - pii
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+ - named-entity-recognition
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+ - span-detection
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+ - conversational
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+ - multi-turn
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+ configs:
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+ - config_name: conversations
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+ default: true
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+ data_files:
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+ - split: train
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+ path: data/train.parquet
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+ ---
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+
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+ # PII-TRACE
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+
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+ PII-TRACE is a synthetic dataset for privacy-focused named entity recognition (NER) of personally identifiable information (PII), released as a 500-conversation subset of multi-turn dialogues with exact span annotations.
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+
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+ ## Dataset summary
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+
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+ This release contains 500 conversations with 2,653 annotated PII spans across nine labels. Among them, 450 conversations contain PII spans and 50 contain none.
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+
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+ ## Data format
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+
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+ Each record contains:
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+
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+ | Field | Type | Description |
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+ |---|---|---|
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+ | `id` | string | Unique record ID. |
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+ | `turns` | list | Ordered turn objects containing `turn`, `user`, and `assistant`. |
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+ | `spans` | list | Gold PII spans. An empty list indicates an empty control. |
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+
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+ Each item in `spans` contains:
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+
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+ | Field | Type | Description |
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+ |---|---|---|
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+ | `label` | string | PII label. |
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+ | `turn` | integer | Zero-based index of the containing turn. |
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+ | `source` | string | Message role containing the span (`user` or `assistant`). |
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+ | `start` | integer | Inclusive Unicode code-point start offset in the selected message. |
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+ | `end` | integer | Exclusive Unicode code-point end offset in the selected message. |
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+ | `text` | string | Exact annotated substring. |
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+
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+ Do not trim or normalize message text before applying offsets.
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+
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+ ## Labels
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+
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+ | Label | Description |
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+ |---|---|
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+ | `private_person` | Person name |
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+ | `private_date` | Date |
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+ | `private_url` | Link or route |
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+ | `private_address` | Mailing or location address |
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+ | `account_number` | Account or reference number |
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+ | `private_email` | Email address |
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+ | `private_phone` | Telephone number |
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+ | `other_pii` | Other identifier |
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+ | `secret` | Access code or credential-like value |
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+
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+ ## Evaluation
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+
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+ Supply `turns` to the model and keep `spans` hidden. Report micro and macro exact typed-span precision, recall, and F1 over `(turn, source, start, end, label)`. Untyped exact-span F1 over `(turn, source, start, end)` may also be reported.
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+
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+ This subset may be used for training, evaluation, and error analysis in PII span detection research.
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+
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+ ## Limitations
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+
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+ This is a controlled benchmark rather than an estimate of real-world PII prevalence or deployment-level performance. Its English conversations and identifier formats are more regular than production traffic, and current gold spans occur in user messages. The `secret` label covers credential-like sensitive values but does not assert that every such value is statutory PII.
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+
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+ ## License
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+
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+ MIT.
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