chunk_id large_stringlengths 7 11 ⌀ | question_id large_stringlengths 4 8 | language large_stringclasses 1
value | chunk_index int64 0 5 ⌀ | chunk_text large_stringlengths 148 2.58k ⌀ | sparse_text large_stringlengths 96 3.09k | dense_vector listlengths 3.58k 3.58k ⌀ | sparse_indices listlengths 9 249 ⌀ | sparse_values listlengths 9 249 ⌀ | export_source large_stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|
12561779_c0 | 12561779 | lisp | 0 | Title: list should be a lambda expression
Problem title: list should be a lambda expression
Tags: lisp, lambda
Problem: list should be a lambda expression
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2314033_c0 | 2314033 | lisp | 0 | Title: What do you use newlisp for?
Problem title: What do you use newlisp for?
Tags: newlisp, scripting, lisp
Problem: What do you use newlisp for? Do you use newlisp? What have you used it for?
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530255_c0 | 530255 | lisp | 0 | Title: LISP variable exchange
Problem title: LISP variable exchange
Tags: lisp, common-lisp
Problem: LISP variable exchange How can I exchange two variables in LISP without using a third variable?
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6358355_c0 | 6358355 | lisp | 0 | "Title: Vertical align floats on decimal dot\nProblem title: Vertical align floats on decimal dot\nT(...TRUNCATED) | "Vertical align floats on decimal dot Vertical align floats on decimal dot common-lisp vertical-alig(...TRUNCATED) | [0.0380859375,-0.001953125,-0.0206298828125,-0.01080322265625,0.0198974609375,0.003082275390625,0.01(...TRUNCATED) | [1446,70760,143420,21917,9821,98,32380,2749,20633,39210,4086,254,79259,38496,9384,400,7008,8781,3917(...TRUNCATED) | [0.12066650390625,0.12249755859375,0.24267578125,0.1727294921875,0.1207275390625,0.0985107421875,0.1(...TRUNCATED) | embed |
1360562_c0 | 1360562 | lisp | 0 | "Title: Lisp void-variable error when evaluating function\nProblem title: Lisp void-variable error w(...TRUNCATED) | "Lisp void-variable error when evaluating function Lisp void-variable error when evaluating function(...TRUNCATED) | [0.01043701171875,0.00714111328125,-0.017578125,0.0142822265625,-0.000934600830078125,0.008544921875(...TRUNCATED) | [1261,7008,2292,71,21690,2886,18499,151575,214,32354,400,15296,14783,418,304,212467,3698,20990,52544(...TRUNCATED) | [0.1849365234375,0.2392578125,0.21142578125,0.071533203125,0.189208984375,0.114013671875,0.204956054(...TRUNCATED) | embed |
63769177_c1 | 63769177 | lisp | 1 | "4) (1 2 3 4)) and from l3, (1 1 2 2 3 3 4 4) then i had change the second value of l1, (setf (nth 1(...TRUNCATED) | "4) (1 2 3 4)) and from l3, (1 1 2 2 3 3 4 4) then i had change the second value of l1, (setf (nth 1(...TRUNCATED) | [-0.0081787109375,0.0201416015625,-0.00946044921875,-0.0002422332763671875,0.00848388671875,0.003326(...TRUNCATED) | [13956,2858,116,138,1295,96,363,106,201,1902,15549,17932,34292,418,3509,420,927,17727,77816,4163,609(...TRUNCATED) | [0.2208251953125,0.0516357421875,0.0753173828125,0.1414794921875,0.06231689453125,0.0924072265625,0.(...TRUNCATED) | embed |
6865142_c0 | 6865142 | lisp | 0 | "Title: Lisp, cons and (number . number) difference\nProblem title: Lisp, cons and (number . number)(...TRUNCATED) | "Lisp, cons and (number . number) difference Lisp, cons and (number . number) difference cons lisp q(...TRUNCATED) | [0.0101318359375,0.0308837890625,-0.00494384765625,0.00457763671875,-0.0125732421875,0.0115356445312(...TRUNCATED) | [
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24343999_c0 | 24343999 | lisp | 0 | "Title: The Seasoned Schemer: Intersectall (page 49)\nProblem title: The Seasoned Schemer: Intersect(...TRUNCATED) | "The Seasoned Schemer: Intersectall (page 49) The Seasoned Schemer: Intersectall (page 49) functiona(...TRUNCATED) | [0.00811767578125,-0.0145263671875,-0.002838134765625,0.022216796875,-0.007080078125,0.0264892578125(...TRUNCATED) | [85135,297,34702,1991,5337,39797,91569,77814,123309,28966,34003,7560,150370,400,7008,9191,7218,581,8(...TRUNCATED) | [0.2296142578125,0.1148681640625,0.13232421875,0.17919921875,0.0411376953125,0.09161376953125,0.1478(...TRUNCATED) | embed |
38414925_c0 | 38414925 | lisp | 0 | "Title: How to define recursive cond macro with if form in lisp?\nProblem title: How to define recur(...TRUNCATED) | "How to define recursive cond macro with if form in lisp? How to define recursive cond macro with if(...TRUNCATED) | [-0.0137939453125,0.017822265625,-0.005462646484375,0.01190185546875,0.01708984375,0.015869140625,0.(...TRUNCATED) | [11249,61924,195625,5844,158,71,111789,678,2174,3173,23,400,7008,2497,1340,150370,39210,4086,254,151(...TRUNCATED) | [0.032012939453125,0.176025390625,0.1888427734375,0.12744140625,0.1671142578125,0.1893310546875,0.21(...TRUNCATED) | embed |
78545100_c0 | 78545100 | lisp | 0 | "Title: Error handling mode on saving application is ignored\nProblem title: Error handling mode on (...TRUNCATED) | "Error handling mode on saving application is ignored Error handling mode on saving application is i(...TRUNCATED) | [0.00022602081298828125,-0.000774383544921875,-0.004241943359375,-0.01507568359375,-0.005126953125,0(...TRUNCATED) | [212059,45064,13736,6496,38415,124962,57,20450,1667,107,34937,39210,4086,254,400,7008,14,2146,75,277(...TRUNCATED) | [0.1973876953125,0.2137451171875,0.164306640625,0.0950927734375,0.154052734375,0.173095703125,0.0832(...TRUNCATED) | embed |
End of preview. Expand in Data Studio
Lisp StackOverflow Vector Dataset Datasheet
1. What This Dataset Is
This dataset is the Lisp-specific vector shard of the Stack2Graph StackOverflow retrieval corpus. Each Hugging Face dataset repository contains exactly one language dataset.
It is optimized for dense+sparse retrieval, Qdrant restoration, and embedding-based RAG experiments.
It is used in the Stack2Graph project as the vector counterpart to the language-scoped RDF knowledge graph shards.
See the Stack2Graph repository for more details: https://github.com/tha-atlas/Stack2Graph
2. Repository Layout
dataset_manifest.json
question_metadata_*.parquet
chunk_records_*.parquet
question_records_*.parquet
dataset_manifest.json: language-scoped manifest for this dataset shard.question_metadata_*.parquet: per-question metadata and retrieval bookkeeping.chunk_records_*.parquet: chunk-level vector rows when parent-child indexing is enabled.question_records_*.parquet: question-level vector rows when chunking is disabled or exported alongside chunk data.
3. Data Model And Coverage
The dataset is derived from Stack Overflow questions selected for the Lisp programming language. It contains the structured records needed to rebuild the Stack2Graph Qdrant collection for that language.
Coverage scope:
- records are retained when they match the Stack2Graph supported language-tag set
- this repository contains only the Lisp shard
- the archive may contain both metadata-only and retrieval-ready vector rows depending on the export mode
4. Recommended Preprocessing
- Read
dataset_manifest.jsonfirst and use it as the source of truth for included Parquet files. - Load all Parquet shards for this repository into your vector indexing pipeline.
- Rebuild or restore the Qdrant collection
stackoverflow_lisp_vector. - Preserve attribution and license metadata during downstream export.
5. Automatic Download And Vector DB Setup
You do not need to regenerate embeddings from GraphDB to use this dataset.
In the Stack2Graph repository, you can use the automation script
python -m experiment.load_hf_datasets_into_services --skip-kg to download dataset artifacts
and prepare the vector database service state automatically.
Typical workflow:
- Clone and configure Stack2Graph (
.envwith HF token and service paths). - Clone and configure Stack2Graph (
.envwith HF token and service paths). - Start required local services:
docker compose up -d
- Run the loader script:
python -m experiment.load_hf_datasets_into_services --skip-kg
For manual usage without automation, directly ingest the listed Parquet files into your vector database.
6. Quality Notes And Caveats
- A Stack Overflow question may belong to multiple language shards when tagged with multiple languages.
- Embeddings and sparse representations depend on the configured export pipeline and model versions.
- As with community-generated data, content may include noise, bias, and temporal drift.
7. Intended Use
- semantic retrieval and reranking
- RAG and hybrid retriever experiments
- vector database benchmarking and diagnostics
- language-scoped developer tooling research
8. Limitations
- Not a complete mirror of all Stack Overflow content.
- Not all export modes include the same row types or chunk layouts.
- Best used together with the Stack2Graph retrieval pipeline and Qdrant-compatible tooling.
9. Licensing And Attribution
This dataset inherits Stack Overflow source licensing and attribution requirements. Ensure compliant attribution and redistribution practices in all derived artifacts.
10. Suggested Citation
If you use this dataset, cite the Stack2Graph work:
- Stack2Graph: A Structured Knowledge Representation of Stack Overflow Data for Retrieval-based Question Answering
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