de-identification
fine-tuned-partages-de-identificationautotrain-face_de-identification-54735127998AI_CUP_deidentification_formal_splitMinistral-8B-Instruct-2410-Judgement-De-IdentificationAI_CUP_deidentification_add_i2b2_lower_continueEXAONE-3.5-2.4B-Instruct-Judgement-De-IdentificationAI_CUP_deidentification_add_i2b2_formal_splitpaint_doctor_description_identification
streaming-phi-deidentification-benchmark
Streaming PHI De-Identification Benchmark
Most PHI de-identification benchmarks evaluate a single document in isolation. That is not how clinical data actually moves. A patient's name appears in a clinical note, then in an ASR transcript ten minutes later, then in imaging metadata an hour after that. Each event looks low-risk on its own. The cumulative exposure across modalities is what creates re-identification risk.
This dataset captures that. Every record is fully synthetic. It… See the full description on the dataset page: https://huggingface.co/datasets/vkatg/streaming-phi-deidentification-benchmark.Judgement-De-Identification-Result법원 판결문 비식별 모델의 성능 결과입니다.
SOTA 급 LLM을 활용한 법원 판결문 개인정보 비식별 성능(Few-shot 성능)
모델
정확도
재현율
F1 점수
GPT-4o(2024-08-06)
97.82
99.66
98.74
Qwen2.5-Max
96.46
95.83
96.14
DeepSeek-V3
98.73
98.92
98.81
Gemini-2.0-Flash
99.38
95.78
97.55
7~8B급 sLLM의 파인튜닝 전후 법원 판결문 개인정보 비식별 성능
모델
파인튜닝 전
파인튜닝 후
정확도
재현율
F1 점수
정확도
재현율
F1 점수
EXAONE-3.5-7.8B-Instruct
68.26
67.89
68.08
98.59
94.4896.49
Ministral-8B-Instruct-2410
35.6
4.33
7.72
99.07
98.32
98.70… See the full description on the dataset page: https://huggingface.co/datasets/ducut91/Judgement-De-Identification-Result.autotrain-data-face_de-identification
AutoTrain Dataset for project: face_de-identification
Dataset Description
This dataset has been automatically processed by AutoTrain for project face_de-identification.
Languages
The BCP-47 code for the dataset's language is unk.
Dataset Structure
Data Instances
A sample from this dataset looks as follows:
[
{
"image": "<250x250 RGB PIL image>",
"target": 6
},
{
"image": "<256x256 RGB PIL image>",
"target": 3
}]… See the full description on the dataset page: https://huggingface.co/datasets/sinword/autotrain-data-face_de-identification.Deidentification-of-EHRdeidentification-chat-kodeidentification-chat-ko-v2
