Add DISCOPALPsychClassification (21 psych labels; train/test stratified)

README.md

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+---
+license: apache-2.0
+task_categories:
+- text-classification
+task_ids:
+- multi-label-classification
+language:
+- es
+multilinguality:
+- monolingual
+size_categories:
+- n<1K
+pretty_name: DISCOPALPsychClassification
+tags:
+- poetry
+- spanish
+- sonnet
+- psychology
+- multi-label-classification
+- disco
+- disco-pal
+- mteb
+- poetrymteb
+- embedding-evaluation
+annotations_creators:
+- expert-generated
+source_datasets:
+- DISCO PAL
+- DISCO
+configs:
+- config_name: default
+  data_files:
+  - split: train
+    path: data/train-*
+  - split: test
+    path: data/test-*
+  default: true
+dataset_info:
+- config_name: default
+  features:
+  - name: id
+    dtype: string
+  - name: source_index
+    dtype: int64
+  - name: poem
+    dtype: string
+  - name: labels
+    sequence: int64
+  - name: label_names
+    sequence: string
+  - name: n_annotators
+    dtype: int64
+  splits:
+  - name: train
+    num_examples: 210
+  - name: test
+    num_examples: 55
+---
+
+# DISCOPALPsychClassification
+
+Multi-label **psychological feature classification** over **Spanish sonnets** for PoetryMTEB, derived from [DISCO PAL](https://arxiv.org/abs/2007.04626) (Barbado et al., 2020).
+
+Experts marked whether each sonnet **refers to** literature-motivated psychological concepts (binary presence). Labels follow the DISCO PAL psychological inventory (rooted in personality-disorder / clinical-educational modelling literature cited by the authors), aggregated by **median** across three annotators.
+
+## Dataset Card
+
+| Item | Description |
+|------|-------------|
+| **Source annotations** | [DISCO PAL](https://github.com/AlbertoBarbado/DISCO_PAL) (`Processed Annotations/poems_corpus_all.csv`) |
+| **Source poems** | [DISCO](https://github.com/pruizf/disco) |
+| **Paper** | Barbado et al., [arXiv:2007.04626](https://arxiv.org/abs/2007.04626) |
+| **Languages** | Spanish (`es`) |
+| **Unit** | Full sonnet text (`poem`) |
+| **Labels** | Multi-label subset of **21** psychological concepts (binary) |
+| **Aggregation** | Median of 3 experts; treat median ≥ 0.5 as positive |
+| **Filtering** | Poems with **no** positive psychological label are removed (9 poems) |
+| **Size** | train=210; test=55 |
+| **Splits** | Stratified by primary label (first taxonomy-ordered positive) ≈ 80% / 20%, seed=42 |
+| **License** | [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0) |
+| **Evaluation metrics** | Multi-label classification on embeddings: **macro/micro F1**, **Average Precision (AP)** |
+
+Mean labels/poem ≈ **5.43**.
+
+## Label taxonomy (21)
+
+| id | label_name (en) | es (source) | zh | train | test | total |
+|---:|-----------------|-------------|----|------:|-----:|------:|
+| 0 | `Solitude` | Soledad | 孤独 | 50 | 13 | 63 |
+| 1 | `Illusion` | Ilusión | 幻想/憧憬 | 59 | 14 | 73 |
+| 2 | `Dreaming` | Ensoñación | 梦想/白日梦 | 36 | 10 | 46 |
+| 3 | `Greatness` | Grandiosidad | 夸大/宏大感 | 81 | 24 | 105 |
+| 4 | `Pride` | Orgullo | 骄傲 | 57 | 15 | 72 |
+| 5 | `Irritability` | Irritabilidad | 易怒 | 29 | 7 | 36 |
+| 6 | `Anxiety` | Ansiedad | 焦虑 | 61 | 15 | 76 |
+| 7 | `Anger` | Ira | 愤怒 | 42 | 15 | 57 |
+| 8 | `Instability` | Inestabilidad | 不稳定 | 55 | 9 | 64 |
+| 9 | `Idealization` | Idealización | 理想化 | 84 | 23 | 107 |
+| 10 | `Depression` | Depresión | 抑郁 | 30 | 9 | 39 |
+| 11 | `Disappointment` | Desilusión | 失望 | 41 | 6 | 47 |
+| 12 | `Dislike` | Aversión | 厌恶/反感 | 83 | 16 | 99 |
+| 13 | `Insecurity` | Inseguridad | 不安全感 | 35 | 9 | 44 |
+| 14 | `Impotence` | Impotencia | 无力感 | 49 | 13 | 62 |
+| 15 | `Vulnerability` | Vulnerabilidad | 脆弱 | 99 | 30 | 129 |
+| 16 | `Fear` | Temor | 畏惧 | 72 | 22 | 94 |
+| 17 | `Obsession` | Obsesión | 强迫观念 | 28 | 4 | 32 |
+| 18 | `Compulsion` | Compulsión | 强迫行为 | 47 | 9 | 56 |
+| 19 | `Prejudice` | Prejuicio | 偏见 | 30 | 0 | 30 |
+| 20 | `Dramatization` | Dramatización | 戏剧化 | 84 | 24 | 108 |
+
+Codebook: `label_taxonomy.json`.
+
+Upstream Spanish column names are preserved in the taxonomy (`name_es`) for traceability; classification uses English `label_names`.
+
+## Features
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `id` | string | Example id (`discopal-psych-{source_index}`) |
+| `source_index` | int64 | Row index in upstream CSV |
+| `poem` | string | Full Spanish sonnet text |
+| `labels` | list[int64] | Psychological class indices |
+| `label_names` | list[string] | Canonical English concept names |
+| `n_annotators` | int64 | Experts aggregated (3; median) |
+
+## Construction method
+
+1. Load `poems_corpus_all.csv` (median of a1/a2/a3).
+2. Normalize column names; map 21 Spanish columns → English taxonomy.
+3. Keep concepts with median ≥ 0.5; drop poems with an empty label set.
+4. Stratified train/test split by primary (lowest-id positive) label, seed=42.
+
+## Intended use / limitations
+
+- For **PoetryMTEB** multi-label probing of Spanish poem embeddings.
+- Labels encode **literary / conceptual presence**, not clinical diagnoses of authors or readers.
+- Companion affective dataset: `DISCOPALAffectClassification`.
+
+## Citation
+
+```bibtex
+@article{barbado2020disco,
+  title={DISCO PAL: Diachronic Spanish Sonnet Corpus with Psychological and Affective Labels},
+  author={Barbado, Alberto and Fresno, Víctor and Riesco, Ángeles Manjarrés and Ros, Salvador},
+  journal={arXiv preprint arXiv:2007.04626},
+  year={2020}
+}
+```
+
+Underlying sonnets:
+
+```bibtex
+@misc{disco2017,
+  author={Ruiz Fabo, Pablo and Bermúdez Sabel, Helena and Martínez Cantón, Clara and Calvo Tello, José},
+  title={Diachronic Spanish Sonnet Corpus (DISCO)},
+  year={2017},
+  howpublished={UNED / Zenodo},
+  doi={10.5281/zenodo.1069844},
+  url={https://github.com/pruizf/disco}
+}
+```
+
+Psychological inventory background (as cited by DISCO PAL):
+
+```bibtex
+@mastersthesis{garcia2016owl,
+  author={García Franco, J. D. and Manjarrés Riesco, Ángeles},
+  title={Modelado de los trastornos de la personalidad en OWL},
+  school={UNED},
+  year={2016}
+}
+```
+
+## License
+
+Apache License 2.0 for DISCO PAL annotations and this redistribution. Poem texts originate from DISCO; respect upstream DISCO terms for uses beyond research evaluation.

data/test-00000-of-00001.parquet

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+size 27900

data/train-00000-of-00001.parquet

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+size 87799

dataset_infos.yaml

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+configs:
+- config_name: default
+  data_files:
+  - path: data/train-*.parquet
+    split: train
+  - path: data/test-*.parquet
+    split: test
+  default: true
+dataset_info:
+  configs:
+  - config_name: default
+    dataset_size: 115699
+    download_size: 115699
+    features:
+    - dtype: string
+      name: id
+    - dtype: int64
+      name: source_index
+    - dtype: string
+      name: poem
+    - sequence:
+        dtype: int64
+      name: labels
+    - sequence:
+        dtype: string
+      name: label_names
+    - dtype: int64
+      name: n_annotators
+    splits:
+    - name: train
+      num_bytes: 87799
+      num_examples: 210
+    - name: test
+      num_bytes: 27900
+      num_examples: 55

label_taxonomy.json

@@ -0,0 +1,208 @@
+{
+  "n_classes": 21,
+  "labels": [
+    {
+      "id": 0,
+      "name": "Solitude",
+      "name_es": "Soledad",
+      "name_zh": "孤独"
+    },
+    {
+      "id": 1,
+      "name": "Illusion",
+      "name_es": "Ilusión",
+      "name_zh": "幻想/憧憬"
+    },
+    {
+      "id": 2,
+      "name": "Dreaming",
+      "name_es": "Ensoñación",
+      "name_zh": "梦想/白日梦"
+    },
+    {
+      "id": 3,
+      "name": "Greatness",
+      "name_es": "Grandiosidad",
+      "name_zh": "夸大/宏大感"
+    },
+    {
+      "id": 4,
+      "name": "Pride",
+      "name_es": "Orgullo",
+      "name_zh": "骄傲"
+    },
+    {
+      "id": 5,
+      "name": "Irritability",
+      "name_es": "Irritabilidad",
+      "name_zh": "易怒"
+    },
+    {
+      "id": 6,
+      "name": "Anxiety",
+      "name_es": "Ansiedad",
+      "name_zh": "焦虑"
+    },
+    {
+      "id": 7,
+      "name": "Anger",
+      "name_es": "Ira",
+      "name_zh": "愤怒"
+    },
+    {
+      "id": 8,
+      "name": "Instability",
+      "name_es": "Inestabilidad",
+      "name_zh": "不稳定"
+    },
+    {
+      "id": 9,
+      "name": "Idealization",
+      "name_es": "Idealización",
+      "name_zh": "理想化"
+    },
+    {
+      "id": 10,
+      "name": "Depression",
+      "name_es": "Depresión",
+      "name_zh": "抑郁"
+    },
+    {
+      "id": 11,
+      "name": "Disappointment",
+      "name_es": "Desilusión",
+      "name_zh": "失望"
+    },
+    {
+      "id": 12,
+      "name": "Dislike",
+      "name_es": "Aversión",
+      "name_zh": "厌恶/反感"
+    },
+    {
+      "id": 13,
+      "name": "Insecurity",
+      "name_es": "Inseguridad",
+      "name_zh": "不安全感"
+    },
+    {
+      "id": 14,
+      "name": "Impotence",
+      "name_es": "Impotencia",
+      "name_zh": "无力感"
+    },
+    {
+      "id": 15,
+      "name": "Vulnerability",
+      "name_es": "Vulnerabilidad",
+      "name_zh": "脆弱"
+    },
+    {
+      "id": 16,
+      "name": "Fear",
+      "name_es": "Temor",
+      "name_zh": "畏惧"
+    },
+    {
+      "id": 17,
+      "name": "Obsession",
+      "name_es": "Obsesión",
+      "name_zh": "强迫观念"
+    },
+    {
+      "id": 18,
+      "name": "Compulsion",
+      "name_es": "Compulsión",
+      "name_zh": "强迫行为"
+    },
+    {
+      "id": 19,
+      "name": "Prejudice",
+      "name_es": "Prejuicio",
+      "name_zh": "偏见"
+    },
+    {
+      "id": 20,
+      "name": "Dramatization",
+      "name_es": "Dramatización",
+      "name_zh": "戏剧化"
+    }
+  ],
+  "aggregation": "median of 3 experts; positive if median >= 0.5",
+  "counts": {
+    "train": {
+      "Solitude": 50,
+      "Dreaming": 36,
+      "Anxiety": 61,
+      "Instability": 55,
+      "Idealization": 84,
+      "Depression": 30,
+      "Disappointment": 41,
+      "Dislike": 83,
+      "Insecurity": 35,
+      "Impotence": 49,
+      "Vulnerability": 99,
+      "Fear": 72,
+      "Obsession": 28,
+      "Compulsion": 47,
+      "Dramatization": 84,
+      "Greatness": 81,
+      "Illusion": 59,
+      "Pride": 57,
+      "Anger": 42,
+      "Prejudice": 30,
+      "Irritability": 29
+    },
+    "test": {
+      "Greatness": 24,
+      "Idealization": 23,
+      "Fear": 22,
+      "Irritability": 7,
+      "Anger": 15,
+      "Solitude": 13,
+      "Anxiety": 15,
+      "Depression": 9,
+      "Impotence": 13,
+      "Vulnerability": 30,
+      "Dramatization": 24,
+      "Dislike": 16,
+      "Illusion": 14,
+      "Dreaming": 10,
+      "Pride": 15,
+      "Instability": 9,
+      "Insecurity": 9,
+      "Obsession": 4,
+      "Compulsion": 9,
+      "Disappointment": 6
+    },
+    "all": {
+      "Solitude": 63,
+      "Greatness": 105,
+      "Pride": 72,
+      "Idealization": 107,
+      "Illusion": 73,
+      "Anxiety": 76,
+      "Vulnerability": 129,
+      "Fear": 94,
+      "Dreaming": 46,
+      "Depression": 39,
+      "Disappointment": 47,
+      "Impotence": 62,
+      "Dislike": 99,
+      "Instability": 64,
+      "Insecurity": 44,
+      "Prejudice": 30,
+      "Dramatization": 108,
+      "Irritability": 36,
+      "Anger": 57,
+      "Obsession": 32,
+      "Compulsion": 56
+    }
+  },
+  "split": {
+    "train_ratio": 0.8,
+    "seed": 42,
+    "stratify": "primary_psych_label"
+  },
+  "dropped_empty": 9
+}