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| pretty_name: JevalKit Datasets | |
| license: other | |
| license_name: upstream-dataset-specific-licenses | |
| license_link: https://huggingface.co/datasets/Valen-Team/JevalKit_Datasets/blob/main/README.md#sources-and-licenses | |
| language: [en, zh, de, tr] | |
| tags: [jev, decision-making, benchmark, evaluation, jevalkit] | |
| configs: | |
| - config_name: VisualDecisionBench | |
| data_files: [{split: test, path: datasets/VisualDecisionBench.tsv}] | |
| sep: "\t" | |
| keep_default_na: false | |
| - config_name: VisualDecisionBench_Image | |
| data_files: [{split: test, path: datasets/VisualDecisionBench_Image.tsv}] | |
| sep: "\t" | |
| keep_default_na: false | |
| - config_name: VisualDecisionBench_Video | |
| data_files: [{split: test, path: datasets/VisualDecisionBench_Video.tsv}] | |
| sep: "\t" | |
| keep_default_na: false | |
| - config_name: JevBench | |
| data_files: [{split: test, path: datasets/JevBench.tsv}] | |
| sep: "\t" | |
| keep_default_na: false | |
| default: true | |
| - config_name: DecisionIndex | |
| data_files: [{split: test, path: datasets/DecisionIndex.tsv}] | |
| sep: "\t" | |
| keep_default_na: false | |
| - config_name: TypedDecisions | |
| data_files: [{split: test, path: datasets/TypedDecisions.tsv}] | |
| sep: "\t" | |
| keep_default_na: false | |
| - config_name: DecisionBench | |
| data_files: [{split: test, path: datasets/DecisionBench.tsv}] | |
| sep: "\t" | |
| keep_default_na: false | |
| - config_name: ProceduralTypedDecisions | |
| data_files: [{split: test, path: datasets/ProceduralTypedDecisions.tsv}] | |
| sep: "\t" | |
| keep_default_na: false | |
| - config_name: ZhDecisionBench | |
| data_files: [{split: test, path: datasets/ZhDecisionBench.tsv}] | |
| sep: "\t" | |
| keep_default_na: false | |
| - config_name: JevAltBench | |
| data_files: [{split: test, path: datasets/JevAltBench.tsv}] | |
| sep: "\t" | |
| keep_default_na: false | |
| # JevalKit Datasets | |
| TSV evaluation datasets for [JevalKit](https://github.com/Liuziyu77/JevalKit): **10 views across 8 benchmark families**. | |
| | Dataset / upstream source | Records | Questions | License | | |
| |---|---:|---:|---| | |
| | [VisualDecisionBench](https://huggingface.co/datasets/Valen-Team/VisualDecisionBench) | 1,696 | 9,143 | Per source dataset | | |
| | [VisualDecisionBench_Image](https://huggingface.co/datasets/Valen-Team/VisualDecisionBench) | 1,402 | 2,000 | Per source dataset | | |
| | [VisualDecisionBench_Video](https://huggingface.co/datasets/Valen-Team/VisualDecisionBench) | 294 | 7,143 | Per source dataset | | |
| | [JevBench](https://github.com/fstandhartinger/jevbench) | 231 | 231 | MIT | | |
| | [DecisionIndex](https://github.com/apolinario/decision-index) | 140,178 | 312,320 | Per source dataset | | |
| | [TypedDecisions](https://huggingface.co/datasets/LocalLLaMA/typed-decisions) | 400 | 2,000 | Apache-2.0 | | |
| | [DecisionBench](https://huggingface.co/datasets/Hanno-Labs/decision-bench) | 23,900 | 23,900 | Source-specific | | |
| | [ProceduralTypedDecisions](https://huggingface.co/datasets/tasksource/procedural-typed-decisions) | 18,000 | 57,016 | Apache-2.0 | | |
| | [ZhDecisionBench](https://huggingface.co/datasets/CodyQin/zh-decision-bench) | 378 | 467 | CC-BY-4.0 | | |
| | [JevAltBench](https://huggingface.co/datasets/mertkayacs/jevalt-bench) | 3,116 | 8,434 | Per-record licenses | | |
| `VisualDecisionBench` combines the Image and Video views; these files overlap. All configurations expose a `test` evaluation split. | |
| ## Usage | |
| ```python | |
| import json | |
| from datasets import load_dataset | |
| data = load_dataset("Valen-Team/JevalKit_Datasets", "JevBench", split="test") | |
| request = json.loads(data[0]["request"]) | |
| targets = json.loads(data[0]["targets"]) | |
| ``` | |
| Columns: `index`, `request`, `targets`, `meta`, `assets`. The last four contain JSON strings; each row holds one shared state and its questions. | |
| Visual media are available from [VisualDecisionBench](https://huggingface.co/datasets/Valen-Team/VisualDecisionBench); asset paths remain in the TSVs. | |
| Download the ready-to-use TSVs with `hf download Valen-Team/JevalKit_Datasets --repo-type dataset --include "datasets/*.tsv" --local-dir "$JEVALKIT_DATA_ROOT"`. JevalKit reads pinned sources, protocols and checksums from the manifests bundled in its [benchmark directories](https://github.com/Valen-Team/JevalKit/tree/main/jevalkit/datasets); no local manifest or conversion is required. Visual media and Decision Index scoring inputs have separate downloads in the [usage guide](https://github.com/Valen-Team/JevalKit/blob/main/docs/quickstart.md#download-data). | |
| ## Sources and licenses | |
| Dataset names above link to their upstream sources. Each dataset retains its original terms and attribution; record-level provenance remains in `meta`. ZhDecisionBench credits Amazon MASSIVE and CodyQin under [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/). | |
| <details> | |
| <summary>JevBench MIT notice</summary> | |
| MIT License | |
| Copyright (c) 2026 Florian Standhartinger and contributors | |
| Permission is hereby granted, free of charge, to any person obtaining a copy | |
| of this software and associated documentation files (the "Software"), to deal | |
| in the Software without restriction, including without limitation the rights | |
| to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
| copies of the Software, and to permit persons to whom the Software is | |
| furnished to do so, subject to the following conditions: | |
| The above copyright notice and this permission notice shall be included in all | |
| copies or substantial portions of the Software. | |
| THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
| IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
| FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
| AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
| LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
| OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | |
| SOFTWARE. | |
| </details> | |