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--- |
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language: |
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- en |
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license: |
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- other |
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multilinguality: |
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- monolingual |
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size_categories: |
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- 1K<n<10K |
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pretty_name: SemEval2012 task 2 Relational Similarity |
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--- |
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# Dataset Card for "relbert/semeval2012_relational_similarity_v5" |
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## Dataset Description |
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- **Repository:** [RelBERT](https://github.com/asahi417/relbert) |
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- **Paper:** [https://aclanthology.org/S12-1047/](https://aclanthology.org/S12-1047/) |
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- **Dataset:** SemEval2012: Relational Similarity |
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### Dataset Summary |
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***IMPORTANT***: This is the same dataset as [relbert/semeval2012_relational_similarity](https://huggingface.co/datasets/relbert/semeval2012_relational_similarity), |
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but with a different dataset construction. |
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Relational similarity dataset from [SemEval2012 task 2](https://aclanthology.org/S12-1047/), compiled to fine-tune [RelBERT](https://github.com/asahi417/relbert) model. |
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The dataset contains a list of positive and negative word pair from 89 pre-defined relations. |
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The relation types are constructed on top of following 10 parent relation types. |
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```shell |
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{ |
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1: "Class Inclusion", # Hypernym |
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2: "Part-Whole", # Meronym, Substance Meronym |
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3: "Similar", # Synonym, Co-hypornym |
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4: "Contrast", # Antonym |
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5: "Attribute", # Attribute, Event |
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6: "Non Attribute", |
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7: "Case Relation", |
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8: "Cause-Purpose", |
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9: "Space-Time", |
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10: "Representation" |
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} |
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``` |
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Each of the parent relation is further grouped into child relation types where the definition can be found [here](https://drive.google.com/file/d/0BzcZKTSeYL8VenY0QkVpZVpxYnc/view?resourcekey=0-ZP-UARfJj39PcLroibHPHw). |
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## Dataset Structure |
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### Data Instances |
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An example of `train` looks as follows. |
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``` |
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{ |
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'relation_type': '8d', |
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'positives': [ [ "breathe", "live" ], [ "study", "learn" ], [ "speak", "communicate" ], ... ] |
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'negatives': [ [ "starving", "hungry" ], [ "clean", "bathe" ], [ "hungry", "starving" ], ... ] |
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} |
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``` |
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### Data Splits |
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| name |train|validation| |
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|---------|----:|---------:| |
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|semeval2012_relational_similarity| 89 | 89| |
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### Number of Positive/Negative Word-pairs in each Split |
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| | positives | negatives | |
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|:------------------------------------------|------------:|------------:| |
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| ('1', 'parent', 'train') | 110 | 680 | |
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| ('10', 'parent', 'train') | 60 | 730 | |
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| ('10a', 'child', 'train') | 10 | 1655 | |
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| ('10a', 'child_prototypical', 'train') | 123 | 2438 | |
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| ('10b', 'child', 'train') | 10 | 1656 | |
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| ('10b', 'child_prototypical', 'train') | 117 | 2027 | |
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| ('10c', 'child', 'train') | 10 | 1658 | |
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| ('10c', 'child_prototypical', 'train') | 105 | 2030 | |
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| ('10d', 'child', 'train') | 10 | 1659 | |
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| ('10d', 'child_prototypical', 'train') | 99 | 1766 | |
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| ('10e', 'child', 'train') | 10 | 1661 | |
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| ('10e', 'child_prototypical', 'train') | 87 | 1118 | |
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| ('10f', 'child', 'train') | 10 | 1659 | |
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| ('10f', 'child_prototypical', 'train') | 99 | 1766 | |
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| ('1a', 'child', 'train') | 10 | 1655 | |
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| ('1a', 'child_prototypical', 'train') | 123 | 2192 | |
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| ('1b', 'child', 'train') | 10 | 1655 | |
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| ('1b', 'child_prototypical', 'train') | 123 | 2192 | |
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| ('1c', 'child', 'train') | 10 | 1658 | |
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| ('1c', 'child_prototypical', 'train') | 105 | 2030 | |
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| ('1d', 'child', 'train') | 10 | 1653 | |
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| ('1d', 'child_prototypical', 'train') | 135 | 2540 | |
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| ('1e', 'child', 'train') | 10 | 1661 | |
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| ('1e', 'child_prototypical', 'train') | 87 | 1031 | |
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| ('2', 'parent', 'train') | 100 | 690 | |
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| ('2a', 'child', 'train') | 10 | 1654 | |
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| ('2a', 'child_prototypical', 'train') | 129 | 2621 | |
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| ('2b', 'child', 'train') | 10 | 1658 | |
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| ('2b', 'child_prototypical', 'train') | 105 | 1610 | |
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| ('2c', 'child', 'train') | 10 | 1656 | |
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| ('2c', 'child_prototypical', 'train') | 117 | 2144 | |
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| ('2d', 'child', 'train') | 10 | 1659 | |
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| ('2d', 'child_prototypical', 'train') | 99 | 1667 | |
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| ('2e', 'child', 'train') | 10 | 1658 | |
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| ('2e', 'child_prototypical', 'train') | 105 | 1925 | |
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| ('2f', 'child', 'train') | 10 | 1658 | |
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| ('2f', 'child_prototypical', 'train') | 105 | 2240 | |
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| ('2g', 'child', 'train') | 10 | 1653 | |
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| ('2g', 'child_prototypical', 'train') | 135 | 2405 | |
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| ('2h', 'child', 'train') | 10 | 1658 | |
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| ('2h', 'child_prototypical', 'train') | 105 | 1925 | |
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| ('2i', 'child', 'train') | 10 | 1660 | |
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| ('2i', 'child_prototypical', 'train') | 93 | 1706 | |
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| ('2j', 'child', 'train') | 10 | 1659 | |
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| ('2j', 'child_prototypical', 'train') | 99 | 1964 | |
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| ('3', 'parent', 'train') | 80 | 710 | |
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| ('3a', 'child', 'train') | 10 | 1658 | |
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| ('3a', 'child_prototypical', 'train') | 105 | 1925 | |
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| ('3b', 'child', 'train') | 10 | 1658 | |
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| ('3b', 'child_prototypical', 'train') | 105 | 2240 | |
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| ('3c', 'child', 'train') | 10 | 1657 | |
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| ('3c', 'child_prototypical', 'train') | 111 | 1979 | |
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| ('3d', 'child', 'train') | 10 | 1655 | |
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| ('3d', 'child_prototypical', 'train') | 123 | 2315 | |
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| ('3e', 'child', 'train') | 10 | 1664 | |
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| ('3e', 'child_prototypical', 'train') | 69 | 1268 | |
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| ('3f', 'child', 'train') | 10 | 1658 | |
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| ('3f', 'child_prototypical', 'train') | 105 | 2345 | |
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| ('3g', 'child', 'train') | 10 | 1663 | |
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| ('3g', 'child_prototypical', 'train') | 75 | 1340 | |
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| ('3h', 'child', 'train') | 10 | 1659 | |
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| ('3h', 'child_prototypical', 'train') | 99 | 1964 | |
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| ('4', 'parent', 'train') | 80 | 710 | |
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| ('4a', 'child', 'train') | 10 | 1658 | |
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| ('4a', 'child_prototypical', 'train') | 105 | 2240 | |
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| ('4b', 'child', 'train') | 10 | 1662 | |
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| ('4b', 'child_prototypical', 'train') | 81 | 1163 | |
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| ('4c', 'child', 'train') | 10 | 1657 | |
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| ('4c', 'child_prototypical', 'train') | 111 | 2201 | |
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| ('4d', 'child', 'train') | 10 | 1665 | |
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| ('4d', 'child_prototypical', 'train') | 63 | 749 | |
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| ('4e', 'child', 'train') | 10 | 1657 | |
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| ('4e', 'child_prototypical', 'train') | 111 | 2423 | |
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| ('4f', 'child', 'train') | 10 | 1660 | |
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| ('4f', 'child_prototypical', 'train') | 93 | 1892 | |
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| ('4g', 'child', 'train') | 10 | 1654 | |
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| ('4g', 'child_prototypical', 'train') | 129 | 2492 | |
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| ('4h', 'child', 'train') | 10 | 1657 | |
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| ('4h', 'child_prototypical', 'train') | 111 | 2312 | |
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| ('5', 'parent', 'train') | 90 | 700 | |
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| ('5a', 'child', 'train') | 10 | 1655 | |
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| ('5a', 'child_prototypical', 'train') | 123 | 2315 | |
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| ('5b', 'child', 'train') | 10 | 1661 | |
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| ('5b', 'child_prototypical', 'train') | 87 | 1640 | |
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| ('5c', 'child', 'train') | 10 | 1658 | |
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| ('5c', 'child_prototypical', 'train') | 105 | 1925 | |
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| ('5d', 'child', 'train') | 10 | 1654 | |
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| ('5d', 'child_prototypical', 'train') | 129 | 2363 | |
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| ('5e', 'child', 'train') | 10 | 1661 | |
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| ('5e', 'child_prototypical', 'train') | 87 | 1640 | |
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| ('5f', 'child', 'train') | 10 | 1658 | |
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| ('5f', 'child_prototypical', 'train') | 105 | 2135 | |
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| ('5g', 'child', 'train') | 10 | 1660 | |
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| ('5g', 'child_prototypical', 'train') | 93 | 1892 | |
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| ('5h', 'child', 'train') | 10 | 1654 | |
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| ('5h', 'child_prototypical', 'train') | 129 | 2750 | |
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| ('5i', 'child', 'train') | 10 | 1655 | |
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| ('5i', 'child_prototypical', 'train') | 123 | 2561 | |
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| ('6', 'parent', 'train') | 80 | 710 | |
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| ('6a', 'child', 'train') | 10 | 1654 | |
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| ('6a', 'child_prototypical', 'train') | 129 | 2492 | |
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| ('6b', 'child', 'train') | 10 | 1658 | |
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| ('6b', 'child_prototypical', 'train') | 105 | 2135 | |
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| ('6c', 'child', 'train') | 10 | 1656 | |
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| ('6c', 'child_prototypical', 'train') | 117 | 2495 | |
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| ('6d', 'child', 'train') | 10 | 1659 | |
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| ('6d', 'child_prototypical', 'train') | 99 | 2261 | |
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| ('6e', 'child', 'train') | 10 | 1658 | |
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| ('6e', 'child_prototypical', 'train') | 105 | 2135 | |
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| ('6f', 'child', 'train') | 10 | 1657 | |
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| ('6f', 'child_prototypical', 'train') | 111 | 2090 | |
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| ('6g', 'child', 'train') | 10 | 1657 | |
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| ('6g', 'child_prototypical', 'train') | 111 | 1979 | |
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| ('6h', 'child', 'train') | 10 | 1654 | |
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| ('6h', 'child_prototypical', 'train') | 129 | 2621 | |
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| ('7', 'parent', 'train') | 80 | 710 | |
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| ('7a', 'child', 'train') | 10 | 1655 | |
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| ('7a', 'child_prototypical', 'train') | 123 | 2561 | |
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| ('7b', 'child', 'train') | 10 | 1662 | |
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| ('7b', 'child_prototypical', 'train') | 81 | 1082 | |
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| ('7c', 'child', 'train') | 10 | 1658 | |
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| ('7c', 'child_prototypical', 'train') | 105 | 1715 | |
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| ('7d', 'child', 'train') | 10 | 1655 | |
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| ('7d', 'child_prototypical', 'train') | 123 | 2561 | |
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| ('7e', 'child', 'train') | 10 | 1659 | |
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| ('7e', 'child_prototypical', 'train') | 99 | 1568 | |
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| ('7f', 'child', 'train') | 10 | 1657 | |
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| ('7f', 'child_prototypical', 'train') | 111 | 1757 | |
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| ('7g', 'child', 'train') | 10 | 1660 | |
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| ('7g', 'child_prototypical', 'train') | 93 | 1148 | |
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| ('7h', 'child', 'train') | 10 | 1655 | |
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| ('7h', 'child_prototypical', 'train') | 123 | 1946 | |
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| ('8', 'parent', 'train') | 80 | 710 | |
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| ('8a', 'child', 'train') | 10 | 1655 | |
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| ('8a', 'child_prototypical', 'train') | 123 | 2192 | |
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| ('8b', 'child', 'train') | 10 | 1662 | |
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| ('8b', 'child_prototypical', 'train') | 81 | 1487 | |
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| ('8c', 'child', 'train') | 10 | 1657 | |
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| ('8c', 'child_prototypical', 'train') | 111 | 1757 | |
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| ('8d', 'child', 'train') | 10 | 1656 | |
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| ('8d', 'child_prototypical', 'train') | 117 | 1910 | |
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| ('8e', 'child', 'train') | 10 | 1658 | |
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| ('8e', 'child_prototypical', 'train') | 105 | 1610 | |
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| ('8f', 'child', 'train') | 10 | 1657 | |
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| ('8f', 'child_prototypical', 'train') | 111 | 1868 | |
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| ('8g', 'child', 'train') | 10 | 1662 | |
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| ('8g', 'child_prototypical', 'train') | 81 | 839 | |
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| ('8h', 'child', 'train') | 10 | 1655 | |
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| ('8h', 'child_prototypical', 'train') | 123 | 2315 | |
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| ('9', 'parent', 'train') | 90 | 700 | |
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| ('9a', 'child', 'train') | 10 | 1655 | |
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| ('9a', 'child_prototypical', 'train') | 123 | 1946 | |
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| ('9b', 'child', 'train') | 10 | 1657 | |
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| ('9b', 'child_prototypical', 'train') | 111 | 2090 | |
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| ('9c', 'child', 'train') | 10 | 1662 | |
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| ('9c', 'child_prototypical', 'train') | 81 | 596 | |
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| ('9d', 'child', 'train') | 10 | 1660 | |
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| ('9d', 'child_prototypical', 'train') | 93 | 1985 | |
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| ('9e', 'child', 'train') | 10 | 1661 | |
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| ('9e', 'child_prototypical', 'train') | 87 | 1901 | |
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| ('9f', 'child', 'train') | 10 | 1659 | |
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| ('9f', 'child_prototypical', 'train') | 99 | 1766 | |
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| ('9g', 'child', 'train') | 10 | 1655 | |
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| ('9g', 'child_prototypical', 'train') | 123 | 2069 | |
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| ('9h', 'child', 'train') | 10 | 1656 | |
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| ('9h', 'child_prototypical', 'train') | 117 | 2261 | |
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| ('9i', 'child', 'train') | 10 | 1660 | |
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| ('9i', 'child_prototypical', 'train') | 93 | 1613 | |
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| ('AtLocation', 'N/A', 'validation') | 960 | 4646 | |
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| ('CapableOf', 'N/A', 'validation') | 536 | 4734 | |
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| ('Causes', 'N/A', 'validation') | 194 | 4738 | |
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| ('CausesDesire', 'N/A', 'validation') | 40 | 4730 | |
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| ('CreatedBy', 'N/A', 'validation') | 4 | 3554 | |
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| ('DefinedAs', 'N/A', 'validation') | 4 | 1182 | |
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| ('Desires', 'N/A', 'validation') | 56 | 4732 | |
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| ('HasA', 'N/A', 'validation') | 168 | 4772 | |
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| ('HasFirstSubevent', 'N/A', 'validation') | 4 | 3554 | |
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| ('HasLastSubevent', 'N/A', 'validation') | 10 | 4732 | |
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| ('HasPrerequisite', 'N/A', 'validation') | 450 | 4744 | |
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| ('HasProperty', 'N/A', 'validation') | 266 | 4766 | |
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| ('HasSubevent', 'N/A', 'validation') | 330 | 4768 | |
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| ('IsA', 'N/A', 'validation') | 816 | 4688 | |
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| ('MadeOf', 'N/A', 'validation') | 48 | 4726 | |
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| ('MotivatedByGoal', 'N/A', 'validation') | 50 | 4736 | |
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| ('PartOf', 'N/A', 'validation') | 82 | 4742 | |
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| ('ReceivesAction', 'N/A', 'validation') | 52 | 4726 | |
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| ('SymbolOf', 'N/A', 'validation') | 4 | 1184 | |
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| ('UsedFor', 'N/A', 'validation') | 660 | 4760 | |
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### Citation Information |
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``` |
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@inproceedings{jurgens-etal-2012-semeval, |
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title = "{S}em{E}val-2012 Task 2: Measuring Degrees of Relational Similarity", |
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author = "Jurgens, David and |
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Mohammad, Saif and |
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Turney, Peter and |
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Holyoak, Keith", |
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booktitle = "*{SEM} 2012: The First Joint Conference on Lexical and Computational Semantics {--} Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation ({S}em{E}val 2012)", |
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month = "7-8 " # jun, |
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year = "2012", |
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address = "Montr{\'e}al, Canada", |
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publisher = "Association for Computational Linguistics", |
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url = "https://aclanthology.org/S12-1047", |
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pages = "356--364", |
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} |
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``` |
