---
license: other
license_name: per-source
license_link: https://github.com/maxgfr/skycmd/blob/main/DATA_LICENSES.md
language:
- en
- fr
pretty_name: skycmd typed decisions
task_categories:
- text-classification
tags:
- skycmd
- typed-decisions
- system-one
configs:
- config_name: allocine
  data_files: data/allocine.parquet
- config_name: arc
  data_files: data/arc.parquet
- config_name: assistant_decisions
  data_files: data/assistant_decisions.parquet
- config_name: banking77
  data_files: data/banking77.parquet
- config_name: boolq
  data_files: data/boolq.parquet
- config_name: calibrated_typed
  data_files: data/calibrated_typed.parquet
- config_name: commonsense_qa
  data_files: data/commonsense_qa.parquet
- config_name: hellaswag
  data_files: data/hellaswag.parquet
- config_name: helmo_synth
  data_files: data/helmo_synth.parquet
- config_name: helpsteer2
  data_files: data/helpsteer2.parquet
- config_name: mnli
  data_files: data/mnli.parquet
- config_name: neuro_laya
  data_files: data/neuro_laya.parquet
- config_name: notam
  data_files: data/notam.parquet
- config_name: open_jev
  data_files: data/open_jev.parquet
- config_name: pawsx_fr
  data_files: data/pawsx_fr.parquet
- config_name: pngwn_typed
  data_files: data/pngwn_typed.parquet
- config_name: procedural_typed
  data_files: data/procedural_typed.parquet
- config_name: qasc
  data_files: data/qasc.parquet
- config_name: refusal
  data_files: data/refusal.parquet
- config_name: snli
  data_files: data/snli.parquet
- config_name: swarm_laya
  data_files: data/swarm_laya.parquet
- config_name: tasksource_jev
  data_files: data/tasksource_jev.parquet
- config_name: tasksource_synth
  data_files: data/tasksource_synth.parquet
- config_name: tetris_laya
  data_files: data/tetris_laya.parquet
- config_name: trading_laya
  data_files: data/trading_laya.parquet
- config_name: typed_synth
  data_files: data/typed_synth.parquet
- config_name: when2call
  data_files: data/when2call.parquet
---

# skycmd typed decisions

Typed decision questions (choice / score / noul with a probability per option) converted from public datasets with a permissive or share-alike licence, the decision data of the skycmd s3 to s6 models.

Part of [skycmd](https://github.com/maxgfr/skycmd), tiny decision models trained from scratch in Rust that run in the
browser. Written by `sky-data fetch-decisions data/decisions (seed 1234, default caps)` at commit [`6cbcce8c`](https://github.com/maxgfr/skycmd/commit/6cbcce8cbbbf27e8e952e61b6cb1ed03ee1fca58).
Licences of every set: [DATA_LICENSES.md](https://github.com/maxgfr/skycmd/blob/main/DATA_LICENSES.md).

Each row is one typed decision question (docs/SPEC.md):

| field | type | meaning |
|---|---|---|
| `src` | string | source |
| `t` | string | `choice`, `score` or `noul` |
| `ins` | string | the question |
| `opts` | list of strings | the options, rendered as text |
| `state` | string | the state the question is about |
| `target` | list of floats | a probability per option (soft or one-hot) |
| `split` | string | `train`, `val` or `test` |

## Sources and licences

Each config is one source and keeps **its source's licence** (share-alike sources stay share-alike).
Attribution goes to the upstream authors; the conversion is ours.

| config | upstream | licence | how it is used | rows |
|---|---|---|---|---:|
| `allocine` | tblard/allocine | mit | positive review noul in French | 30,000 |
| `arc` | allenai/ai2_arc | cc-by-sa-4.0 | choice A..E | 7,784 |
| `assistant_decisions` | kgrozdanovski/assistant-decisions | apache-2.0 | gold probability distributions | 15,455 |
| `banking77` | PolyAI/banking77 | cc-by-4.0 | gold intent + 7 distractors | 13,083 |
| `boolq` | google/boolq | cc-by-sa-3.0 | noul over the passage | 12,697 |
| `calibrated_typed` | m-lagnajit/calibrated-typed-decisions | cc-by-4.0 | permissive rows, calibrated teacher_probs | 18,794 |
| `commonsense_qa` | tau/commonsense_qa | mit | choice A..E | 10,962 |
| `hellaswag` | Rowan/hellaswag | mit | choice A..D over the endings, 30k | 30,000 |
| `helmo_synth` | helmo/synthetic-typed-decisions | mit | gold labels | 6,574 |
| `helpsteer2` | nvidia/HelpSteer2 | cc-by-4.0 | score questions (0-4) per attribute | 60,000 |
| `mnli` | nyu-mll/glue (mnli) | other (MultiNLI: OANC terms, some fiction CC-BY-SA-3.0 / CC-BY-3.0) | entailment / neutral / contradiction, balanced 60k | 60,000 |
| `neuro_laya` | Aditharavind/laya-neuro-decisions (from STEW, Lim et al. 2018) | cc-by-4.0 | EEG workload noul | 16,456 |
| `notam` | AirsideLabs/notam-typed-decisions | cc-by-4.0 | evaluation only (split test) | 9,051 |
| `open_jev` | ZefanCai/Open-Jev (browser-drone-expansion-v1-redistributable) | cc0-1.0 | drone-control kept whole, 30k others | 47,800 |
| `pawsx_fr` | google-research-datasets/paws-x (fr) | other (PAWS-X: free for any purpose, acknowledgement of Google appreciated) | paraphrase noul in French | 48,864 |
| `pngwn_typed` | pngwn/typed-decisions | cc-by-sa-4.0 | GPT-2 prompts decoded to text, gold_probs as soft targets | 51,019 |
| `procedural_typed` | tasksource/procedural-typed-decisions | apache-2.0 | 80k shared between the 13 tasks | 80,000 |
| `qasc` | allenai/qasc | cc-by-4.0 | choice A..H | 9,060 |
| `refusal` | agentlans/refusal-classifier-data (english_only) | cc-by-4.0 | refusal noul, 30k | 30,000 |
| `snli` | stanfordnlp/snli | cc-by-sa-4.0 | as MNLI, 40k | 40,000 |
| `swarm_laya` | Aditharavind/swarm-laya-decisions | apache-2.0 | robot-swarm next action | 6,580 |
| `tasksource_jev` | tasksource/tasksource-jev-typed-decisions | other (per row, commercial-use licences only: Apache-2.0, MIT, CC-BY, CC-BY-SA, CC0, ODC-BY, BSD...; see the upstream license_use column) | commercial rows, 120k shared between sources | 119,595 |
| `tasksource_synth` | tasksource/synthetic-typed-decisions | apache-2.0 | aggregated soft answers | 25,186 |
| `tetris_laya` | aaung/laya-tetris-decisions | apache-2.0 | placement choice | 8,000 |
| `trading_laya` | Anay2010/laya-trading-decisions | apache-2.0 | synthetic trading states | 15,792 |
| `typed_synth` | n4ze3m/typed-decisions-synth | mit | teacher soft labels as targets | 25,859 |
| `when2call` | nvidia/When2Call | cc-by-4.0 | tool_call / request_for_info / cannot_answer / direct_answer | 24,776 |

Not republished:
- `typed_decisions_train`: LocalLLaMA/typed-decisions is gated on the Hub.
- `typed_decisions_bench`: LocalLLaMA/typed-decisions is gated on the Hub (the benchmark test split).

## Files

| file | rows |
|---|---:|
| `data/allocine.parquet` | 30,000 |
| `data/arc.parquet` | 7,784 |
| `data/assistant_decisions.parquet` | 15,455 |
| `data/banking77.parquet` | 13,083 |
| `data/boolq.parquet` | 12,697 |
| `data/calibrated_typed.parquet` | 18,794 |
| `data/commonsense_qa.parquet` | 10,962 |
| `data/hellaswag.parquet` | 30,000 |
| `data/helmo_synth.parquet` | 6,574 |
| `data/helpsteer2.parquet` | 60,000 |
| `data/mnli.parquet` | 60,000 |
| `data/neuro_laya.parquet` | 16,456 |
| `data/notam.parquet` | 9,051 |
| `data/open_jev.parquet` | 47,800 |
| `data/pawsx_fr.parquet` | 48,864 |
| `data/pngwn_typed.parquet` | 51,019 |
| `data/procedural_typed.parquet` | 80,000 |
| `data/qasc.parquet` | 9,060 |
| `data/refusal.parquet` | 30,000 |
| `data/snli.parquet` | 40,000 |
| `data/swarm_laya.parquet` | 6,580 |
| `data/tasksource_jev.parquet` | 119,595 |
| `data/tasksource_synth.parquet` | 25,186 |
| `data/tetris_laya.parquet` | 8,000 |
| `data/trading_laya.parquet` | 15,792 |
| `data/typed_synth.parquet` | 25,859 |
| `data/when2call.parquet` | 24,776 |

```python
from datasets import load_dataset
ds = load_dataset("maxgfr/skycmd-decisions", "allocine")
```

skycmd wrote no row with a language model: the targets come from the upstream labels (some upstream
sets carry their own teacher soft labels, see their cards), the games' oracles or our generators.