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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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- n<1K |
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pretty_name: relentless |
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--- |
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# Dataset Card for "cardiffnlp/relentless" |
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***RelEntLess*** is a new benchmark, in which entity pairs have to be ranked according to how much they satisfy a given graded relation. |
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Essentially, the task is a ranking task where we provide five prototypical examples to each relation. Following brief description of each relation type |
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is used in our baseline in addition to the prototypical examples. |
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Please check our paper "[A RelEntLess Benchmark for Modelling Graded Relations between Named Entities](https://arxiv.org/abs/2305.15002)" for more detail. |
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THe test set is private at the moment. |
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```python |
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{ |
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"friend/ally of": "entities that are friends or allies", |
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"competitor/rival of": "entities that are competitors or rivals", |
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"known for": "examples of what entities are known for", |
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"influenced by": "what has influenced different entities", |
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"similar to": "examples of entities that are similar" |
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} |
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``` |
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## Dataset Description |
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- **Repository:** [https://huggingface.co/datasets/cardiffnlp/relentless](https://huggingface.co/datasets/cardiffnlp/relentless) |
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- **Paper:** [A RelEntLess Benchmark for Modelling Graded Relations between Named Entities](https://arxiv.org/abs/2305.15002) |
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- **Dataset:** [https://huggingface.co/datasets/cardiffnlp/relentless](https://huggingface.co/datasets/cardiffnlp/relentless) |
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### Dataset Summary |
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| relation_type | val. | test | |
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|:---------------------|-------:|-------:| |
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| friend/ally of | 20 | 92 | |
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| competitor/rival of | 20 | 89 | |
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| known for | 20 | 108 | |
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| influenced by | 20 | 93 | |
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| similar to | 20 | 93 | |
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## Dataset Structure |
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### Data Instances |
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```python |
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{ |
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"pairs": [["Le Corbusier", "purism art"], ["Sean Connery", "Finding Forrester"], ...], |
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"scores_all": [[4.0, 5.0, 3.0, 4.0, 5.0, 3.0, 5.0], [4.0, 5.0, 2, 5.0, 5.0, 4.0, 2], ...], |
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"scores_mean": [4.142857142857143, 3.857142857142857, 4.857142857142857, ...], |
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"relation_type": "known for", |
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"ranks": [8.5, 11, 5, 14, 15, 5, 20, 13, 1.5, 18, 10, 1.5, 17, ...], |
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"prototypical_examples": [["Extinction Rebellion", "Greta Thunberg"], ["Israel", "Palestine"],...] |
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} |
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``` |
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### Citation Information |
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``` |
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@misc{ushio2023relentless, |
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title={A RelEntLess Benchmark for Modelling Graded Relations between Named Entities}, |
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author={Asahi Ushio and Jose Camacho Collados and Steven Schockaert}, |
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year={2023}, |
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eprint={2305.15002}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.CL} |
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} |
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``` |
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### LICENSE |
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The LICENSE of all the resources are under [CC-BY-NC-4.0](./LICENSE). Thus, they are freely available for academic purpose or individual research, but restricted for commercial use. |
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