| --- |
| license: other |
| license_name: source-specific-licenses |
| license_link: https://github.com/ken-jo/qev/blob/main/docs/DATA.md |
| language: |
| - en |
| - ko |
| task_categories: |
| - text-classification |
| - image-classification |
| tags: |
| - multimodal |
| - typed-decisions |
| - synthetic |
| dataset_info: |
| - config_name: vision-2026-10-v3-coverage-manifest |
| features: |
| - name: id |
| dtype: string |
| - name: source |
| dtype: string |
| - name: subtask |
| dtype: string |
| - name: vision_only |
| dtype: bool |
| - name: n_images |
| dtype: int64 |
| - name: image_sha256 |
| sequence: string |
| - name: image_dhash64 |
| sequence: string |
| - name: n_options |
| dtype: int64 |
| - name: gold |
| dtype: string |
| - name: option_sha256 |
| sequence: string |
| - name: holdout |
| dtype: bool |
| - name: added_v3 |
| dtype: bool |
| - name: construction |
| dtype: string |
| - name: option_generators |
| sequence: string |
| - name: other_image_gold_ref |
| sequence: string |
| - name: seed |
| dtype: string |
| - name: rerender_palette |
| dtype: string |
| - name: rerender_labels |
| sequence: string |
| - name: rerender_negative_modes |
| sequence: string |
| - name: rerender_gold_slot |
| dtype: int64 |
| - name: upstream_key |
| dtype: string |
| - name: upstream_label |
| dtype: int64 |
| configs: |
| - config_name: vision-2026-10-v3-coverage-manifest |
| data_files: |
| - split: train |
| path: vision-mix-2026-10-v3/manifests/*.jsonl |
| - config_name: vision-2026-10-coverage-manifest |
| data_files: |
| - split: train |
| path: vision-mix-2026-10/manifests/*.jsonl |
| - config_name: vision-2026-10-synthetic |
| data_files: |
| - split: train |
| path: vision-mix-2026-10/synthetic/items.jsonl |
| - config_name: vision-2026-10-nlvr2 |
| data_files: |
| - split: train |
| path: vision-mix-2026-10/nlvr2/train.jsonl |
| - split: dev |
| path: vision-mix-2026-10/nlvr2/dev.jsonl |
| - config_name: vision-2026-10-nlvr2-test |
| data_files: |
| - split: test |
| path: vision-mix-2026-10/nlvr2/test.jsonl |
| - config_name: starter-v2 |
| data_files: |
| - split: train |
| path: viewer/starter-v2/train.jsonl |
| - split: dev |
| path: viewer/starter-v2/dev.jsonl |
| - split: calibration |
| path: viewer/starter-v2/calibration.jsonl |
| - split: test |
| path: viewer/starter-v2/test.jsonl |
| - config_name: policy-v3 |
| data_files: |
| - split: train |
| path: viewer/policy-v3/train.jsonl |
| - split: dev |
| path: viewer/policy-v3/dev.jsonl |
| - split: calibration |
| path: viewer/policy-v3/calibration.jsonl |
| - split: test |
| path: viewer/policy-v3/test.jsonl |
| - config_name: policy-v6 |
| data_files: |
| - split: train |
| path: viewer/policy-v6/train.jsonl |
| - split: dev |
| path: viewer/policy-v6/dev.jsonl |
| - split: calibration |
| path: viewer/policy-v6/calibration.jsonl |
| - split: test |
| path: viewer/policy-v6/test.jsonl |
| - config_name: policy-v8 |
| data_files: |
| - split: train |
| path: viewer/policy-v8/train.jsonl |
| - split: dev |
| path: viewer/policy-v8/dev.jsonl |
| - split: calibration |
| path: viewer/policy-v8/calibration.jsonl |
| - split: test |
| path: viewer/policy-v8/test.jsonl |
| - config_name: foundation-v11 |
| data_files: |
| - split: train |
| path: viewer/foundation-v11/train.jsonl |
| - split: dev |
| path: viewer/foundation-v11/dev.jsonl |
| - split: calibration |
| path: viewer/foundation-v11/calibration.jsonl |
| - split: test |
| path: viewer/foundation-v11/test.jsonl |
| - config_name: workflow-v12 |
| data_files: |
| - split: train |
| path: viewer/workflow-v12/train.jsonl |
| - split: dev |
| path: viewer/workflow-v12/dev.jsonl |
| - split: calibration |
| path: viewer/workflow-v12/calibration.jsonl |
| - split: test |
| path: viewer/workflow-v12/test.jsonl |
| - config_name: workflow-v12-cohort |
| data_files: |
| - split: train |
| path: viewer/workflow-v12-cohort/train.jsonl |
| - split: dev |
| path: viewer/workflow-v12-cohort/dev.jsonl |
| - split: calibration |
| path: viewer/workflow-v12-cohort/calibration.jsonl |
| - split: test |
| path: viewer/workflow-v12-cohort/test.jsonl |
| - config_name: workflow-v12b |
| data_files: |
| - split: train |
| path: viewer/workflow-v12b/train.jsonl |
| - split: dev |
| path: viewer/workflow-v12b/dev.jsonl |
| - split: calibration |
| path: viewer/workflow-v12b/calibration.jsonl |
| - split: test |
| path: viewer/workflow-v12b/test.jsonl |
| - config_name: workflow-v12c |
| data_files: |
| - split: train |
| path: viewer/workflow-v12c/train.jsonl |
| - split: dev |
| path: viewer/workflow-v12c/dev.jsonl |
| - split: calibration |
| path: viewer/workflow-v12c/calibration.jsonl |
| - split: test |
| path: viewer/workflow-v12c/test.jsonl |
| - config_name: workflow-v12d |
| data_files: |
| - split: train |
| path: viewer/workflow-v12d/train.jsonl |
| - split: dev |
| path: viewer/workflow-v12d/dev.jsonl |
| - split: calibration |
| path: viewer/workflow-v12d/calibration.jsonl |
| - split: test |
| path: viewer/workflow-v12d/test.jsonl |
| - config_name: workflow-v12e |
| data_files: |
| - split: train |
| path: viewer/workflow-v12e/train.jsonl |
| - split: dev |
| path: viewer/workflow-v12e/dev.jsonl |
| - split: calibration |
| path: viewer/workflow-v12e/calibration.jsonl |
| - split: test |
| path: viewer/workflow-v12e/test.jsonl |
| - config_name: workflow-v12f |
| data_files: |
| - split: train |
| path: viewer/workflow-v12f/train.jsonl |
| - split: dev |
| path: viewer/workflow-v12f/dev.jsonl |
| - split: calibration |
| path: viewer/workflow-v12f/calibration.jsonl |
| - split: test |
| path: viewer/workflow-v12f/test.jsonl |
| - config_name: workflow-v13g |
| data_files: |
| - split: train |
| path: viewer/workflow-v13g/train.jsonl |
| - split: dev |
| path: viewer/workflow-v13g/dev.jsonl |
| - split: calibration |
| path: viewer/workflow-v13g/calibration.jsonl |
| - split: test |
| path: viewer/workflow-v13g/test.jsonl |
| - config_name: workflow-v13h |
| data_files: |
| - split: train |
| path: viewer/workflow-v13h/train.jsonl |
| - split: dev |
| path: viewer/workflow-v13h/dev.jsonl |
| - split: calibration |
| path: viewer/workflow-v13h/calibration.jsonl |
| - split: test |
| path: viewer/workflow-v13h/test.jsonl |
| - config_name: workflow-v13-final |
| data_files: |
| - split: train |
| path: viewer/workflow-v13-final/train.jsonl |
| - split: dev |
| path: viewer/workflow-v13-final/dev.jsonl |
| - split: calibration |
| path: viewer/workflow-v13-final/calibration.jsonl |
| - split: test |
| path: viewer/workflow-v13-final/test.jsonl |
| --- |
| |
| # QEV data |
|
|
| Training data for QEV decision models: the October 2026 vision mixes for [QEV-2B](https://huggingface.co/ken-jo/QEV-2B) and [QEV-0.8B](https://huggingface.co/ken-jo/QEV-0.8B) (the first release and v3), and historical snapshots for [QEV 0.2.1](https://huggingface.co/ken-jo/qev). |
|
|
| ## October 2026 vision mix v3: QEV-2B and QEV-0.8B v3 |
|
|
| The v3 releases of [QEV-0.8B](https://huggingface.co/ken-jo/QEV-0.8B/tree/bb7107f413e855949462b900b26a622f4817160e) (revision `bb7107f`) and [QEV-2B](https://huggingface.co/ken-jo/QEV-2B/tree/7534f3b77eddaff5de4e6e75801677b976b5d2f5) (revision `7534f3b`) were trained on a revised mix, documented in [`vision-mix-2026-10-v3/`](vision-mix-2026-10-v3/README.md): |
|
|
| - **Diversified distractors:** the options of 16,195 items in seven sources were regenerated with 3 to 6 options each, mixing answers from other images, perturbed values and same-image annotations. The earlier "other questions about the same image" scheme appears in 30% of these items. 60% of Mind2Web items were re-rendered with new marks and negatives. |
| - **Targeted fixes:** 707 CORD field-presence items gained receipt-text decoys, and 157 new upstream TRAIN rows (127 Hateful Memes, 30 A-OKVQA) replaced rows removed by the near-duplicate filter. |
| - **Exclusions:** 2,063 items whose images are near-duplicates (dHash distance 4 or less) of evaluation-board or internal DEV images were removed. |
| - **Coverage mix:** 51,091 items from 18 sources (49,275 trained on, 1,816 held out for selection). The manifests (config `vision-2026-10-v3-coverage-manifest`) list ids, gold letters, hashes and how each item was built. They contain no third-party text or images. |
| - **Unchanged:** NLVR2 ids and teacher probabilities, and the synthetic items (v3 uses 5,414 of them), are those in `vision-mix-2026-10/`. The 4,658 replay items are again not released. |
|
|
| The sources and licenses are those of the first October 2026 release below. |
|
|
| ## October 2026 vision release: QEV-2B and QEV-0.8B |
|
|
| [QEV-2B](https://huggingface.co/ken-jo/QEV-2B) and [QEV-0.8B](https://huggingface.co/ken-jo/QEV-0.8B) were trained on a new vision mix. It is documented in [`vision-mix-2026-10/`](vision-mix-2026-10/README.md): |
|
|
| - **Coverage mix:** 52,997 items from 18 sources (51,138 trained on, 1,859 held out for selection). For the 17 third-party sources, the manifests list each item's id, gold letter and the hashes of its options and images. They contain no third-party text or images. Build scripts are included to rebuild the items from the original train splits. |
| - **Synthetic set:** 6,000 items with images, released in full under Apache-2.0. |
| - **NLVR2:** 2,048 TRAIN, 256 DEV and 512 TEST ids, with QEV 0.2.1 teacher probabilities for TRAIN and DEV. |
| - **Not released:** 4,658 internal replay items and their targets. |
|
|
| The licenses differ by source; see the table in [`vision-mix-2026-10/README.md`](vision-mix-2026-10/README.md#sources-and-terms). FUNSD (non-commercial) and Hateful Memes (research-only) are listed by id and hash only. |
|
|
| The historical text and image corpora below are unchanged. |
|
|
| ## Historical corpora |
|
|
| **Configurations overlap. Do not concatenate them or assume independent test sets.** |
|
|
| ZIPs in `corpora/` use `qev-<stage>.zip` and contain eligible |
| original records, images and license notices. Extracted stage folders and original |
| record/source IDs preserve the recorded training provenance. |
| Viewer rows expose request/target schemas as JSON strings; parse with `json.loads`. |
| IDs, group IDs, language and original split assignments are preserved. |
|
|
| | Configuration | Rows | Train | Dev | Calibration | Test | |
| | --- | ---: | ---: | ---: | ---: | ---: | |
| | starter-v2 | 8972 | 7008 | 771 | 714 | 479 | |
| | policy-v3 | 4192 | 2400 | 448 | 448 | 896 | |
| | policy-v6 | 6592 | 4800 | 448 | 448 | 896 | |
| | policy-v8 | 16734 | 9582 | 1790 | 1786 | 3576 | |
| | foundation-v11 | 19279 | 10841 | 2440 | 2132 | 3866 | |
| | workflow-v12 | 19100 | 11212 | 2712 | 2344 | 2832 | |
| | workflow-v12-cohort | 23788 | 11212 | 2712 | 7032 | 2832 | |
| | workflow-v12b | 19100 | 11212 | 2712 | 2344 | 2832 | |
| | workflow-v12c | 19100 | 11212 | 2712 | 2344 | 2832 | |
| | workflow-v12d | 19100 | 11212 | 2712 | 2344 | 2832 | |
| | workflow-v12e | 19100 | 11212 | 2712 | 2344 | 2832 | |
| | workflow-v12f | 19100 | 11212 | 2712 | 2344 | 2832 | |
| | workflow-v13g | 19100 | 11212 | 2712 | 2344 | 2832 | |
| | workflow-v13h | 19100 | 11212 | 2712 | 2344 | 2832 | |
| | workflow-v13-final | 19100 | 11212 | 2712 | 2344 | 2832 | |
|
|
| Counts include repeated observations across stages; the sum is not a unique count. |
|
|
| ## Licenses and exclusions |
|
|
| This collection is not uniformly Apache-2.0. Read [LICENSES.md](LICENSES.md), |
| per-record source/license fields, and the original notices in `licenses/`. |
| Authored data and typed-decisions use Apache-2.0; Beans/TrashNet use MIT; |
| BANKING77 uses CC-BY-4.0; SNLI derivatives retain CC-BY-SA-4.0. |
| Original observations were selected and converted into typed decision views. |
| Synthetic labels are not observed outcomes; typed-decisions uses teacher agreement. |
|
|
| CIFAR-10 evaluation requests/images are excluded because redistribution rights are |
| unresolved. `excluded/` records references and hashes for direct upstream reconstruction. |
| No selected training rows were removed by that exclusion. |
|
|
| ## Use and limitations |
|
|
| Extract one corpus ZIP under `data/` in the source repository. Image paths are relative |
| to that corpus. Manifests record original and exported record/image hashes. |
| Group and image-byte split checks apply within each corpus, not across historical stages. |
| They do not prove distinct physical objects or absence from Qwen pretraining. |
| Korean generated examples are retained; personal project notes are not included. |
| Old test groups have been inspected. Future models need untouched final populations. |
| Full retraining from all historical intermediate checkpoints is not turnkey. |
|
|
| [Training details](https://github.com/ken-jo/qev/blob/main/docs/TRAINING.md). |
|
|
| [GitHub: ken-jo/qev](https://github.com/ken-jo/qev) |
|
|
