Duplicate from TechWolf/skill-extraction-tech-with-relevancy

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README.md

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+---
+license: cc-by-4.0
+language: en
+tags:
+- retrieval
+- skill-extraction
+- esco
+- graded-relevance
+configs:  
+  - config_name: queries
+    data_files:
+    - split: validation
+      path: queries/validation.parquet
+  - config_name: corpus
+    data_files:
+    - split: corpus
+      path: corpus/corpus.parquet
+  - config_name: qrels
+    data_files:
+    - split: validation
+      path: qrels/validation.parquet
+---
+
+# skill-extraction-tech-graded
+
+Graded-relevance annotations for sentences from
+[`TechWolf/skill-extraction-tech`](https://huggingface.co/datasets/TechWolf/skill-extraction-tech)
+against the ESCO v1.1.0 skill taxonomy. Layout follows the
+[BEIR](https://github.com/beir-cellar/beir) convention. 
+At this moment, only the validation split is annotated. 
+The test split, together with the annotation mechanism, will be released after the ongoing challenge related to this (see: https://workrb.ai/).
+
+## Configs
+
+| config | rows | columns |
+|---|---:|---|
+| `queries` | 75 | `_id` (sentence id), `text` (sentence) |
+| `corpus`  | 13,891 | `_id` (ESCO skill URI), `title` (English preferred label), `text` (English description), `esco_version` |
+| `qrels`   | 1,041,825 | `query-id`, `corpus-id`, `score` (0-4) |
+
+### Score scale
+
+| score | volume | meaning |
+|---:|---:|---|
+| 0 | 1,018,085 | The skill is totally unrelated to the sentence.
+| 1 | 22,923 | The skill's domain is correct. It's a plausible skill in a broader context, but not mentioned in this sentence.
+| 2 | 339 | The skill could be recommended, but it's granularity makes it not core to the query.
+| 3 | 309 | The skill is strongly relevant for this query, although it is more implied than explicitly demonstrated.
+| 4 | 169 | The skill is explicitly demonstrated or requested by the query, and is therefor a clearly correct recommendation.
+
+## Attribution
+
+This dataset uses the ESCO classification of the European Commission
+(ESCO v1.1.0, <https://esco.ec.europa.eu>), licensed under
+[CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). The ESCO content
+has been extracted into a tabular subset (skill URI, English preferred label,
+English description); no semantic modifications were made. The European
+Commission is not responsible for any use of the data.

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