| --- |
| license: cc-by-nc-4.0 |
| pretty_name: ARCK |
| extra_gated_prompt: >- |
| Research Use Only. This dataset contains model outputs and scores, |
| not upstream benchmark content. Reproduce questions by running the released |
| code against each upstream source under that source's own terms. |
| configs: |
| - config_name: DeepSeek-V4-Flash |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/DeepSeek-V4-Flash.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/DeepSeek-V4-Flash.jsonl |
| - split: General |
| path: data/General/DeepSeek-V4-Flash.jsonl |
| - config_name: DeepSeek-V4-Pro |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/DeepSeek-V4-Pro.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/DeepSeek-V4-Pro.jsonl |
| - split: General |
| path: data/General/DeepSeek-V4-Pro.jsonl |
| - config_name: GLM-5.1 |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/GLM-5.1.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/GLM-5.1.jsonl |
| - split: General |
| path: data/General/GLM-5.1.jsonl |
| - config_name: Intern-S1-Pro |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/Intern-S1-Pro.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/Intern-S1-Pro.jsonl |
| - split: General |
| path: data/General/Intern-S1-Pro.jsonl |
| - config_name: Intern-S2-Preview |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/Intern-S2-Preview.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/Intern-S2-Preview.jsonl |
| - split: General |
| path: data/General/Intern-S2-Preview.jsonl |
| - config_name: Kimi-K2.6 |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/Kimi-K2.6.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/Kimi-K2.6.jsonl |
| - split: General |
| path: data/General/Kimi-K2.6.jsonl |
| - config_name: MiMo-V2.5-Pro |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/MiMo-V2.5-Pro.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/MiMo-V2.5-Pro.jsonl |
| - split: General |
| path: data/General/MiMo-V2.5-Pro.jsonl |
| - config_name: MiniMax-M2.7 |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/MiniMax-M2.7.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/MiniMax-M2.7.jsonl |
| - split: General |
| path: data/General/MiniMax-M2.7.jsonl |
| - config_name: Qwen3.5-122B-A10B |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/Qwen3.5-122B-A10B.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/Qwen3.5-122B-A10B.jsonl |
| - split: General |
| path: data/General/Qwen3.5-122B-A10B.jsonl |
| - config_name: Qwen3.5-397B-A17B |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/Qwen3.5-397B-A17B.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/Qwen3.5-397B-A17B.jsonl |
| - split: General |
| path: data/General/Qwen3.5-397B-A17B.jsonl |
| - config_name: Qwen3.6-35B-A3B |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/Qwen3.6-35B-A3B.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/Qwen3.6-35B-A3B.jsonl |
| - split: General |
| path: data/General/Qwen3.6-35B-A3B.jsonl |
| - config_name: gemini-3-flash-preview |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/gemini-3-flash-preview.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/gemini-3-flash-preview.jsonl |
| - split: General |
| path: data/General/gemini-3-flash-preview.jsonl |
| - config_name: gemini-3.1-pro-preview |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/gemini-3.1-pro-preview.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/gemini-3.1-pro-preview.jsonl |
| - split: General |
| path: data/General/gemini-3.1-pro-preview.jsonl |
| - config_name: gemma-4-26B-A4B-it |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/gemma-4-26B-A4B-it.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/gemma-4-26B-A4B-it.jsonl |
| - split: General |
| path: data/General/gemma-4-26B-A4B-it.jsonl |
| - config_name: gpt-5.4-mini |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/gpt-5.4-mini.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/gpt-5.4-mini.jsonl |
| - split: General |
| path: data/General/gpt-5.4-mini.jsonl |
| - config_name: gpt-5.5 |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/gpt-5.5.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/gpt-5.5.jsonl |
| - split: General |
| path: data/General/gpt-5.5.jsonl |
| - config_name: gpt-oss-120b |
| data_files: |
| - split: Bio_Designer |
| path: data/Bio-Designer/gpt-oss-120b.jsonl |
| - split: Co_Scientist |
| path: data/Co-Scientist/gpt-oss-120b.jsonl |
| - split: General |
| path: data/General/gpt-oss-120b.jsonl |
| --- |
| |
| # ARCK v0.1 |
|
|
| Content-free model outputs (predictions/scores) for the **ARCK v0.1** leaderboard — |
| see [IQuestLab/UBio-ARCK](https://github.com/IQuestLab/UBio-ARCK). Upstream questions |
| are NOT included; regenerate them with the code in that repo and join by `id` (see |
| Reproduction). Licensed CC-BY-NC-4.0, Research Use Only. |
|
|
| ## Record fields |
|
|
| | field | meaning | |
| | --- | --- | |
| | `track` | top-level eval track: `General` / `Co-Scientist` / `Bio-Designer` | |
| | `category` | ARCK sub-grouping within the track (e.g. `Knowledge - Multi-domain`) | |
| | `subtask` | the specific eval task, e.g. `mmlu_0shot_gen` | |
| | `leaf_id` | the leaderboard leaf node (benchmark unit; may bundle ≥1 subtask) | |
| | `model` | model display name | |
| | `tier` | publishing tier (see below): `A` / `B` / `MINIMAL` | |
| | `source_ref` | upstream dataset name (joins the Sources table below); reproduce via that source | |
| | `adaptation` | how upstream was adapted: `none` / `prompt-adapted` / `task-reformulated` | |
| | `id` | per-item id (A/B: stable upstream-derived id; **MINIMAL: opaque re-key**) | |
| | `prediction` | model's extracted answer/output *(A/B only)* | |
| | `reasoning` | model's reasoning/CoT summary; `null` for General *(A/B only)* | |
| | `gold` | correct upstream answer *(A only)* | |
| | `score` | per-item score (float; `null` where no binary notion) | |
| | `is_correct` | boolean correctness *(MINIMAL only)* | |
|
|
| **Tiers** are our license-driven publishing classes, not upstream attributes: |
|
|
| - **A** (permissive license): ships `prediction`, `reasoning`, `gold` |
| - **B** (NonCommercial / ShareAlike / no-license): ships `prediction`, `reasoning`, no `gold` |
| - **MINIMAL** (contamination-/redistribution-sensitive — GPQA/HLE/GISAID): only |
| `is_correct` + `score`; no `prediction`/`reasoning`/`gold`, and `id` is an opaque |
| re-key. (When loaded, those columns appear as `null` for MINIMAL rows — schema |
| fill, not withheld content.) |
|
|
| ## Subsets and splits |
|
|
| **Subset = model, split = track.** Each of the 17 models is a config; within it the |
| three tracks are splits (`General`, `Co_Scientist`, `Bio_Designer` — underscored to |
| satisfy HF split naming). |
|
|
| ```python |
| load_dataset("IQuestLab/UBio-ARCK", "Kimi-K2.6") # all tracks for one model |
| load_dataset("IQuestLab/UBio-ARCK", "Kimi-K2.6", split="General") # one model, one track |
| ``` |
|
|
| Filter finer with the `category` / `subtask` fields. |
|
|
| ## Reproduction |
|
|
| Questions and prompts are regenerated, not shipped. To rebuild what each model |
| was asked: download the upstream source (see the table below), run the conversion |
| code in the [UBio-ARCK repository](https://github.com/IQuestLab/UBio-ARCK), and |
| join it onto these records by `id`. MINIMAL-tier items use opaque ids and are not |
| rejoinable by design. |
|
|
| ## Sources, licenses, and reproduction prerequisites |
|
|
| | Dataset | License | Source | Reproduction prerequisite | |
| | --- | --- | --- | --- | |
| | AIME 2024 | Apache-2.0 | https://huggingface.co/datasets/HuggingFaceH4/aime_2024 | Fetch from the linked upstream source. | |
| | AIME 2025 | MIT | https://huggingface.co/datasets/opencompass/AIME2025 | Fetch from the linked upstream source. | |
| | ATLAS | CC-BY-NC-SA-4.0 | https://huggingface.co/datasets/opencompass/ATLAS | Fetch from the linked upstream source. | |
| | BEACON | Mixed | https://drive.google.com/drive/folders/19ddrwI8ycvIxkgSV3gDo_VunLofYd4-6?usp=sharing | Fetch from the linked upstream source. | |
| | ChemBench | MIT | https://huggingface.co/datasets/jablonkagroup/ChemBench | Fetch from the linked upstream source. | |
| | DeepPrinciple | MIT | https://huggingface.co/deep-principle | Fetch from the linked upstream source. | |
| | DROP | CC-BY-SA-4.0 | https://openaipublic.blob.core.windows.net/simple-evals/drop_v0_dev.jsonl.gz | Fetch from the linked upstream source. | |
| | FrontierScience | Apache-2.0 | https://huggingface.co/datasets/openai/frontierscience | Fetch from the linked upstream source. | |
| | GLRB | CC-BY-NC-SA-4.0 | https://huggingface.co/datasets/InstaDeepAI/genomics-long-range-benchmark | Fetch from the linked upstream source. | |
| | GPQA | CC-BY-4.0 | https://huggingface.co/datasets/Idavidrein/gpqa | Gated on HuggingFace — accept the authors' terms (incl. 'do not publish examples'). | |
| | GPQADiamond | CC-BY-4.0 | https://openaipublic.blob.core.windows.net/simple-evals/gpqa_diamond.csv | Fetch from the OpenAI simple-evals public mirror (no credentials). | |
| | GUE | No license stated | https://drive.google.com/file/d/1uOrwlf07qGQuruXqGXWMpPn8avBoW7T-/view?usp=sharing | GUE leaf `virus_covid` requires your own GISAID access; other GUE leaves via upstream gdrive. | |
| | HLE | MIT | https://huggingface.co/datasets/cais/hle | Gated on HuggingFace — accept the authors' terms; do not redistribute. | |
| | HumanEval | MIT | https://huggingface.co/datasets/openai/openai_humaneval | Fetch from the linked upstream source. | |
| | IFEval | Apache-2.0 | https://huggingface.co/datasets/google/IFEval | Fetch from the linked upstream source. | |
| | lab-bench | CC-BY-SA-4.0 | https://huggingface.co/datasets/futurehouse/lab-bench | Fetch from the linked upstream source. | |
| | LiveCodeBench | CC (unspecified) | https://huggingface.co/datasets/livecodebench/code_generation_lite | Fetch from the linked upstream source. | |
| | LiveProteinBench | No license stated | https://github.com/Rongdingyi/LiveProteinBench | Fetch from the linked upstream source. | |
| | MATH 500 | MIT | https://huggingface.co/datasets/HuggingFaceH4/MATH-500 | Fetch from the linked upstream source. | |
| | MMLU | MIT | https://huggingface.co/datasets/cais/mmlu | Fetch from the linked upstream source. | |
| | MMLU-Pro | MIT | https://huggingface.co/datasets/TIGER-Lab/MMLU-Pro | Fetch from the linked upstream source. | |
| | MoleculeNet | MIT | https://bioos-hermite-beijing.tos-cn-beijing.volces.com/unimol_data/finetune/molecular_property_prediction.tar.gz | Fetch from the linked upstream source. | |
| | MoleculeQA | MIT | https://huggingface.co/datasets/IDEA-AI4S/MoleculeQA | Fetch from the linked upstream source. | |
| | MolTextQA | CC-BY-4.0 | https://huggingface.co/datasets/sl160/MolTextQA | Fetch from the linked upstream source. | |
| | mRNABench | Mixed | https://huggingface.co/collections/morrislab/mrnabench | Fetch from the linked upstream source. | |
| | NT | No license stated | https://huggingface.co/datasets/InstaDeepAI/nucleotide_transformer_downstream_tasks_revised | Fetch from the linked upstream source. | |
| | OligoGym | CC-BY-4.0 | https://huggingface.co/datasets/CollageBio/oligo-datasets | Fetch from the linked upstream source. | |
| | PDFBench | MIT | https://github.com/pdfbench/PDFBench | Fetch from the linked upstream source. | |
| | PRING | MIT | https://github.com/SophieSarceau/PRING | Fetch from the linked upstream source. | |
| | ProteinGym | MIT | https://github.com/OATML-Markslab/ProteinGym | Fetch from the linked upstream source. | |
| | RNAGym | CC-BY-4.0 | https://huggingface.co/datasets/Marks-lab/RNAgym | Fetch from the linked upstream source. | |
| | s2bench | No license stated | https://huggingface.co/datasets/Duke-de-Artois/TOMG-Bench | Fetch from the linked upstream source. | |
| | SciPredict | MIT | https://huggingface.co/datasets/ScaleAI/SciPredict | Fetch from the linked upstream source. | |
| | SMolInstruct | CC-BY-4.0 | https://huggingface.co/datasets/osunlp/SMolInstruct | Fetch from the linked upstream source. | |
| | T-Eval | Apache-2.0 | https://huggingface.co/datasets/lovesnowbest/T-Eval | Fetch from the linked upstream source. | |
| | TAPE | BSD-3-Clause | https://github.com/songlab-cal/tape | Fetch from the linked upstream source. | |
| | VenusX | Apache-2.0 | https://huggingface.co/collections/AI4Protein/venusx-dataset | Fetch from the linked upstream source. | |
|
|
| ## Citation |
|
|
| ```bibtex |
| @misc{arck2026, |
| title = {ARCK: The Arc of Scientific Intelligence}, |
| author = {IQuest Research UBio Team}, |
| year = {2026}, |
| } |
| ``` |
|
|
|
|
