Datasets › RAFT
RAFT (Realworld Annotated Few-shot Tasks)
The RAFT benchmark (Realworld Annotated Few-shot Tasks) focuses on naturally occurring tasks and uses an evaluation setup that mirrors deployment.
RAFT is a few-shot classification benchmark that tests language models:
- across multiple domains (lit reviews, medical data, tweets, customer interaction, etc.)
- on economically valuable classification tasks (someone inherently cares about the task)
- with evaluation that mirrors deployment (50 labeled examples per task, info retrieval allowed, hidden test set)
Description from: https://raft.elicit.org/
Image source: https://raft.elicit.org/
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Few-Shot Text Classification | RAFT | T-Few Avg 0.758 | Few-Shot Parameter-Efficient Fine-Tuning is Better and... | kohakublueleaf/lycoris +1 | 9 | Compare |
Papers archive 2025-07-28
2 shown of 2 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 18. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning | 2 | 1 | 11 May 2022 | not harvested |
| RAFT: A Real-World Few-Shot Text Classification Benchmark | 1 | 8 | 28 Sep 2021 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
No modality tagged.
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- RAFT
1 variant name, as the archive lists them.
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