Upload StackOverflow KG language dataset: html
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +172 -0
- README.md +132 -0
- html/chunk0.nt +3 -0
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.gitattributes
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# Video files - compressed
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*.mp4 filter=lfs diff=lfs merge=lfs -text
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README.md
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|
|
| 1 |
+
---
|
| 2 |
+
tags:
|
| 3 |
+
- knowledge-graph
|
| 4 |
+
- rdf
|
| 5 |
+
- n-triples
|
| 6 |
+
- sparql
|
| 7 |
+
- semantic-web
|
| 8 |
+
- stackoverflow
|
| 9 |
+
- question-answering
|
| 10 |
+
pretty_name: StackOverflow Knowledge Graph - Html
|
| 11 |
+
license: cc-by-sa-4.0
|
| 12 |
+
size_categories:
|
| 13 |
+
- 100M<n<1B
|
| 14 |
+
---
|
| 15 |
+
|
| 16 |
+
# Html StackOverflow Knowledge Graph Datasheet
|
| 17 |
+
|
| 18 |
+
## 1. What This Dataset Is
|
| 19 |
+
|
| 20 |
+
This dataset is the Html-specific RDF shard of the Stack2Graph StackOverflow Knowledge Graph.
|
| 21 |
+
Each Hugging Face dataset repository contains exactly one language dataset.
|
| 22 |
+
|
| 23 |
+
It is optimized for graph-based retrieval and SPARQL analytics (not row-wise tabular training input).
|
| 24 |
+
|
| 25 |
+
It is used in the Stack2Graph paper for evaluating retrieval-based question answering and knowledge graph research on programming topics.
|
| 26 |
+
|
| 27 |
+
See the Stack2Graph repository for more details:
|
| 28 |
+
[https://github.com/tha-atlas/Stack2Graph](https://github.com/tha-atlas/Stack2Graph)
|
| 29 |
+
|
| 30 |
+
## 2. Repository Layout
|
| 31 |
+
|
| 32 |
+
```text
|
| 33 |
+
schema.nt
|
| 34 |
+
html/
|
| 35 |
+
part0.nt
|
| 36 |
+
part1.nt
|
| 37 |
+
...
|
| 38 |
+
```
|
| 39 |
+
|
| 40 |
+
- `schema.nt`: shared ontology and schema triples.
|
| 41 |
+
- `html/part*.nt`: language-scoped instance triples serialized as N-Triples.
|
| 42 |
+
|
| 43 |
+
## 3. Data Model And Coverage
|
| 44 |
+
|
| 45 |
+
The graph links Stack Overflow entities and relations, including:
|
| 46 |
+
|
| 47 |
+
- questions
|
| 48 |
+
- answers
|
| 49 |
+
- comments
|
| 50 |
+
- tags
|
| 51 |
+
- vote aggregates
|
| 52 |
+
- question-to-question links
|
| 53 |
+
|
| 54 |
+
Coverage scope:
|
| 55 |
+
|
| 56 |
+
- records are retained when they match the Stack2Graph supported language-tag set
|
| 57 |
+
- this repository contains only the Html shard
|
| 58 |
+
|
| 59 |
+
## 4. Recommended Preprocessing
|
| 60 |
+
|
| 61 |
+
1. Load `schema.nt` and all triples from `html/` into an RDF-capable store.
|
| 62 |
+
2. Map language triples to named graph `http://stackoverflow.com/html`.
|
| 63 |
+
3. Keep schema triples available for graph-aware query planning.
|
| 64 |
+
4. Preserve attribution and license metadata during downstream export.
|
| 65 |
+
|
| 66 |
+
Example language-scoped query:
|
| 67 |
+
|
| 68 |
+
```sparql
|
| 69 |
+
SELECT ?s ?p ?o
|
| 70 |
+
WHERE {
|
| 71 |
+
GRAPH <http://stackoverflow.com/html> {
|
| 72 |
+
?s ?p ?o
|
| 73 |
+
}
|
| 74 |
+
}
|
| 75 |
+
LIMIT 100
|
| 76 |
+
```
|
| 77 |
+
|
| 78 |
+
## 5. Automatic Download And KG Setup
|
| 79 |
+
|
| 80 |
+
You do not need to rebuild triples from XML to use this dataset.
|
| 81 |
+
|
| 82 |
+
In the Stack2Graph repository, you can use the automation script
|
| 83 |
+
`experiment/load_hf_datasets_into_services.py` to download dataset artifacts
|
| 84 |
+
and prepare the knowledge graph service state automatically.
|
| 85 |
+
|
| 86 |
+
Typical workflow:
|
| 87 |
+
|
| 88 |
+
1. Clone and configure Stack2Graph (`.env` with HF token and service paths).
|
| 89 |
+
1. Start required local services:
|
| 90 |
+
|
| 91 |
+
```bash
|
| 92 |
+
docker compose up -d
|
| 93 |
+
```
|
| 94 |
+
|
| 95 |
+
1. Run the loader script:
|
| 96 |
+
|
| 97 |
+
```bash
|
| 98 |
+
python -m experiment.load_hf_datasets_into_services
|
| 99 |
+
```
|
| 100 |
+
|
| 101 |
+
For manual usage without automation, you can directly load `schema.nt` and all
|
| 102 |
+
triples from `html/` into your RDF store.
|
| 103 |
+
|
| 104 |
+
## 6. Quality Notes And Caveats
|
| 105 |
+
|
| 106 |
+
- A Stack Overflow question may belong to multiple language shards when tagged with multiple languages.
|
| 107 |
+
- Vote information is represented as aggregates, not raw individual vote events.
|
| 108 |
+
- As with community-generated data, content may include noise, bias, and temporal drift.
|
| 109 |
+
|
| 110 |
+
## 7. Intended Use
|
| 111 |
+
|
| 112 |
+
- retrieval and question-answering systems
|
| 113 |
+
- RAG and hybrid retriever experiments
|
| 114 |
+
- knowledge graph benchmarking and diagnostics
|
| 115 |
+
- language-scoped developer tooling research
|
| 116 |
+
|
| 117 |
+
## 8. Limitations
|
| 118 |
+
|
| 119 |
+
- Not a complete mirror of all Stack Overflow content.
|
| 120 |
+
- Not all moderation context or full revision history is represented.
|
| 121 |
+
- Best used with graph infrastructure that supports named graphs and SPARQL.
|
| 122 |
+
|
| 123 |
+
## 9. Licensing And Attribution
|
| 124 |
+
|
| 125 |
+
This dataset inherits Stack Overflow source licensing and attribution requirements.
|
| 126 |
+
Ensure compliant attribution and redistribution practices in all derived artifacts.
|
| 127 |
+
|
| 128 |
+
## 10. Suggested Citation
|
| 129 |
+
|
| 130 |
+
If you use this dataset, cite the Stack2Graph work:
|
| 131 |
+
|
| 132 |
+
- Stack2Graph: A Structured Knowledge Representation of Stack Overflow Data for Retrieval-based Question Answering
|
html/chunk0.nt
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