allenai / allenai/ir_datasets

BRIGHT

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Beschreibung

**Dataset Information:**

BRIGHT: "A Realistic and Challenging Benchmark for Reasoning-Intensive Retrieval ... 1,398 real-world queries collected from [12] diverse domains (such as economics, psychology, robotics, software engineering, earth sciences, etc.), sourced from naturally occurring or carefully curated human data."

**Links to Resources:**

- Website: https://brightbenchmark.github.io/
- Data: https://huggingface.co/datasets/xlangai/BRIGHT
- Paper: https://arxiv.org/abs/2407.12883

**Dataset ID(s) & supported entities:**

- `bright/biology`
- `bright/earth_science`
- `bright/economics`
- `bright/psychology`
- `bright/robotics`
- `bright/stackoverflow`
- `bright/sustainable_living`
- `bright/pony`
- `bright/leetcode`
- `bright/aops`
- `bright/theoremqa_theorems`
- `bright/theoremqa_questions`

Each dataset would support their own queries, passages, and qrels. The StackExchange datasets (biology - pony) include both passage-level and document-level labels for the passage/long-document retrieval settings, so probably also `bright/{domain}/long_documents` that inherits queries from the base task, implicitly treating the passage retrieval setting as default as is the case in the paper.

**Checklist**

Mark each task once completed. All should be checked prior to merging a new dataset.

- [ ] Dataset definition (in `ir_datasets/datasets/[topid].py`)
- [ ] Tests (in `tests/integration/[topid].py`)
- [ ] Metadata generated (using `ir_datasets generate_metadata` command, should appear in `ir_datasets/etc/metadata.json`)
- [ ] Documentation (in `ir_datasets/etc/[topid].yaml`)
- [ ] Documentation generated in https://github.com/seanmacavaney/ir-datasets.com/
- [ ] Downloadable content (in `ir_datasets/etc/downloads.json`)
- [ ] Download verification action (in `.github/workflows/verify_downloads.yml`). Only one needed per `topid`.
- [ ] Any small public files from NIST (or other potentially troublesome files) mirrored in https://github.com/seanmacavaney/irds-mirror/. Mirrored status properly reflected in `downloads.json`.

**Additional comments/concerns/ideas/etc.**
- queries, qrels (same file as queries), and docs are all stored in single `.parquet` files on HF (max file size: `leetcode-00000-of-00001.parquet`: 211 MB) unlike other datasets sources in `downloads.json`

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