skycmd 6cbcce8c: skycmd typed decisions

MANIFEST.json

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README.md

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+---
+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.

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