Datasets:
Add processed MedMCQA splits and SFT files
Browse files- .gitattributes +2 -0
- README.md +110 -0
- medmcqa_filtered.parquet +3 -0
- mia_members_2000.jsonl +0 -0
- mia_nonmembers_2000.jsonl +0 -0
- sft/sft_train_20000.jsonl +3 -0
- sft/sft_validation_200.jsonl +0 -0
- split_manifest.json +95 -0
- train_20000.jsonl +3 -0
- validation_200.jsonl +0 -0
.gitattributes
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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*.webm filter=lfs diff=lfs merge=lfs -text
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sft/sft_train_20000.jsonl filter=lfs diff=lfs merge=lfs -text
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train_20000.jsonl filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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language:
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- en
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license: apache-2.0
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pretty_name: MedMCQA
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size_categories:
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- 10K<n<100K
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source_datasets:
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- openlifescienceai/medmcqa
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task_categories:
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- question-answering
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- multiple-choice
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tags:
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- medical
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- medmcqa
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dataset_info:
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- config_name: sft
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features:
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- name: prompt
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dtype: string
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- name: answer
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dtype: string
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splits:
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- name: train
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num_examples: 20000
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- name: validation
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num_examples: 200
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- config_name: train
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splits:
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- name: train
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num_examples: 20000
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- config_name: validation
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splits:
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- name: validation
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num_examples: 200
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- config_name: mia_members
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splits:
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- name: train
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num_examples: 2000
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- config_name: mia_nonmembers
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splits:
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- name: train
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num_examples: 2000
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- config_name: filtered
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splits:
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- name: train
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num_examples: 84403
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configs:
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- config_name: sft
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data_files:
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- split: train
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path: sft/sft_train_20000.jsonl
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- split: validation
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path: sft/sft_validation_200.jsonl
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- config_name: train
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data_files:
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- split: train
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path: train_20000.jsonl
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- config_name: validation
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data_files:
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- split: validation
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path: validation_200.jsonl
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- config_name: mia_members
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data_files:
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- split: train
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path: mia_members_2000.jsonl
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- config_name: mia_nonmembers
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data_files:
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- split: train
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path: mia_nonmembers_2000.jsonl
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- config_name: filtered
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data_files:
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- split: train
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path: medmcqa_filtered.parquet
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---
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# MedMCQA
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由 [openlifescienceai/medmcqa](https://huggingface.co/datasets/openlifescienceai/medmcqa) 的 train split 清洗、去重后划分得到。上游许可证为 Apache-2.0。
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默认配置 `sft` 可直接用于监督微调。`answer` 是完整解答加正确选项字母,不是单独的选项标签。
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```python
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from datasets import load_dataset
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sft = load_dataset("HaolinRPI/medmcqa", "sft")
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train = load_dataset("HaolinRPI/medmcqa", "train", split="train")
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validation = load_dataset("HaolinRPI/medmcqa", "validation", split="validation")
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members = load_dataset("HaolinRPI/medmcqa", "mia_members", split="train")
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nonmembers = load_dataset("HaolinRPI/medmcqa", "mia_nonmembers", split="train")
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filtered = load_dataset("HaolinRPI/medmcqa", "filtered", split="train")
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```
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## 划分
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Training、MIA Non-member 和 Validation 的规范化 Question 互不重叠。MIA Member 是 Training 的子集。随机种子是 42。完整统计见 `split_manifest.json`。
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| 文件 | 条数 | 用途 |
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|---|---:|---|
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| `sft/sft_train_20000.jsonl` | 20,000 | SFT 训练集,只含 `prompt` 和 `answer` |
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| `sft/sft_validation_200.jsonl` | 200 | SFT 验证集,只含 `prompt` 和 `answer` |
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| `train_20000.jsonl` | 20,000 | 训练样本,保留原始字段 |
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| `mia_members_2000.jsonl` | 2,000 | Training 内部的 MIA Member |
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| `mia_nonmembers_2000.jsonl` | 2,000 | 不参与训练的 MIA Non-member |
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| `validation_200.jsonl` | 200 | 独立验证样本 |
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| `medmcqa_filtered.parquet` | 84,403 | 全部合格记录,含未使用样本 |
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## SFT 文本
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`prompt` 由题干、A–D 选项和指令 “Answer with the letter of the correct option.” 组成。`answer` 由解释和正确选项字母组成,字母单独占最后一行。
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medmcqa_filtered.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:87c3adeb51d3eae144ec229490855b3b9e92222dcd577efab575690466b4a868
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size 92325023
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mia_members_2000.jsonl
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The diff for this file is too large to render.
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mia_nonmembers_2000.jsonl
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The diff for this file is too large to render.
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sft/sft_train_20000.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:b2a946cc7e173bdc422c109c6a47a08c9d98b30456823f35e9ae6e862a35d6eb
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size 17516590
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sft/sft_validation_200.jsonl
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The diff for this file is too large to render.
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split_manifest.json
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{
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"seed": 42,
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"rng": "random.Random (Mersenne Twister, Python stdlib)",
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"sampling_procedure": [
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"Filter and deduplicate in original dataset order, keeping the first question_key.",
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"Shuffle all filtered rows with Random(seed).",
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"Training is the first 20000 shuffled rows.",
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"MIA members are a Random.sample of 2000 positions inside training.",
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"MIA non-members are a Random.sample of 2000 positions from the non-training rows.",
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"Validation is a Random.sample of 200 positions from the still-unused rows."
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],
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"source": {
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"dataset": "openlifescienceai/medmcqa",
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"split": "train"
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},
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"prompt_template": "{question}\\nA. {opa}\\nB. {opb}\\nC. {opc}\\nD. {opd}\\nReturn the correct option letter.",
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"reference_template": "{explanation}\\n{answer_letter}",
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"english_word_pattern": "[A-Za-z]+(?:['’-][A-Za-z]+)*",
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"question_key": "strip, collapse whitespace, casefold; original question is unchanged",
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"answer_mapping": {
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"0": "A",
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"1": "B",
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"2": "C",
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"3": "D"
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},
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"filter_stats": {
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"raw_train": 182822,
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"dropped_missing": 21953,
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"dropped_not_single_answer": 54499,
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"dropped_short_explanation": 21939,
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"dropped_duplicate_question": 28,
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"duplicate_question_groups": 28,
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"filtered": 84403,
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"dropped_duplicate_id": 0
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},
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"split_counts": {
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"filtered": 84403,
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"train": 20000,
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"mia_member": 2000,
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"mia_nonmember": 2000,
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"validation": 200,
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"unused": 62203
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},
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"verification": {
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"sizes": {
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"train": 20000,
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"mia_member": 2000,
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"mia_nonmember": 2000,
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"validation": 200
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},
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"normalized_question_overlaps": {
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"train_x_mia_nonmember": 0,
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"train_x_validation": 0,
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"mia_nonmember_x_validation": 0,
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"mia_member_x_mia_nonmember": 0,
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"mia_member_x_validation": 0
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},
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"member_subset_of_train": true,
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"unique_question_keys": {
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"train": 20000,
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"mia_member": 2000,
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"mia_nonmember": 2000,
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"validation": 200
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},
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"parquet_rows": 84403,
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"parquet_split_counts": {
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"train": 20000,
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"unused": 62203,
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"mia_nonmember": 2000,
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"validation": 200
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}
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},
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"files": {
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"medmcqa_filtered.parquet": {
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"path": "/home/luoh6/luoh4/LiSA/medmcqa_processed/medmcqa_filtered.parquet",
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"sha256": "87c3adeb51d3eae144ec229490855b3b9e92222dcd577efab575690466b4a868"
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},
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"train_20000.jsonl": {
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"path": "/home/luoh6/luoh4/LiSA/medmcqa_processed/train_20000.jsonl",
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"sha256": "6aac76f589217f4e6f048b6b747014c2a3df3e6a74d1c5c84bf6a9707a64404c"
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},
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"mia_members_2000.jsonl": {
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"path": "/home/luoh6/luoh4/LiSA/medmcqa_processed/mia_members_2000.jsonl",
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"sha256": "5eafbb71983b2ed58be5d200aab8add7acb735811b4e178b33db5eca1ca052ba"
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},
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"mia_nonmembers_2000.jsonl": {
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"path": "/home/luoh6/luoh4/LiSA/medmcqa_processed/mia_nonmembers_2000.jsonl",
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"sha256": "dd7b600668e08fd439240b0de2699c0c10bba9d0d9d50501ed6610323b1bf7c9"
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},
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"validation_200.jsonl": {
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"path": "/home/luoh6/luoh4/LiSA/medmcqa_processed/validation_200.jsonl",
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"sha256": "31cfb2323781bd5f9126f342a3cf1a44658c42c02af2ee51f1f1893f95b20dd9"
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}
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}
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}
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train_20000.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:6aac76f589217f4e6f048b6b747014c2a3df3e6a74d1c5c84bf6a9707a64404c
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size 39005867
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