Datasets:

pooria
/

benchmark-ranking-stability

This release contains 300 public tasks and the paper's generated data for ranking-stability. Its scope is separating score order from evidence. The results come from scripted controls and simulations. No learned model or human participant is evaluated.

Paper: 10.5281/zenodo.23752419
Code and task generator: https://github.com/pooriaarab/benchmark-ranking-stability
Grading rules: docs/grading.md
Author and maintainer: Pooria Arab (pooriaarab)
Questions: repository issues

The tasks use synthetic fixtures and public benchmark templates. Scores describe the included scripts and simulation assumptions. They do not establish learned-model ability, human performance, or deployment safety.

Files and structure

data/tasks.jsonl: original public task records, copied without changes.
data/PROVENANCE.md: original source descriptions, licenses, dates, and generation instructions.
paper/data/: original generated results, summaries, and verification records.
paper/README.md: experiment commands from the paper source checkout.
viewer/tasks.jsonl: a lossless table for the dataset viewer.
manifest.json: source commit, file sizes, and SHA-256 checksums.

The viewer has four string columns: id, kind, prompt, and task_json. task_json preserves the complete task, including nested fixtures and available reference information. Decode it with json.loads. The original JSONL retains its native structure. The test split identifies public evaluation fixtures. It is not a private holdout. Generated experiment files have separate schemas; they are not additional task splits.

Load the public tasks

import json
from datasets import load_dataset

rows = load_dataset("pooria/benchmark-ranking-stability", "public_tasks", split="test")
tasks = [json.loads(row["task_json"]) for row in rows]
assert len(tasks) == 300

Download all original results with:

from huggingface_hub import snapshot_download

folder = snapshot_download("pooria/benchmark-ranking-stability", repo_type="dataset")

Run experiments from the linked code repository, using its paper instructions. This dataset contains data and documentation; the benchmark repository contains the executable grader.

Limits and intended use

Use these files to inspect tasks and reproduce the paper's scoring analysis. Public prompts and reference information can enter training data. Scores on these fixtures cannot establish performance on unseen tasks. Scripted reference policies can access information unavailable to a normal agent. Simulation parameters describe chosen assumptions, not measured population behavior. The task templates and deterministic grading rules limit the conclusions. Read the paper for benchmark-specific limits and uncertainty methods.

Excluded from this release: Private and hidden task splits. Original provenance files can mention sources excluded from this release. Source provenance labels describe fixture authorship, not evidence of a participant study.

License and attribution

This dataset release and card use CC-BY-4.0. Attribute Pooria Arab and cite the linked paper and code repository. Original source notices remain in data/PROVENANCE.md and SOURCE-LICENSE. Any MIT or CC0 permissions already attached to source material remain available. The public tasks and paper results are unchanged copies. Only the viewer table, card, and release manifest are added.

Citation

@misc{arab2026rankingstability,
  author = {Pooria Arab},
  title = {Benchmark Ranking Stability: Separating Score Order from Evidence},
  year = {2026},
  doi = {10.5281/zenodo.23752419},
  url = {https://doi.org/10.5281/zenodo.23752419}
}

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Collection including pooria/benchmark-ranking-stability

AI Benchmark Index

Collection

Task data for the benchmark-* family of AI benchmarks (aibenchmarkindex.com). • 22 items • Updated 19 days ago

id stringlengths 12 12	kind stringclasses 1 value	prompt stringlengths 90 187	task_json stringlengths 271 394
reason-01-v1	single	Solve the problem. Return only the final answer. Start with 17, multiply by 4, add 19, then subtract 6. What number remains?	{"id":"reason-01-v1","kind":"single","prompt":"Solve the problem. Return only the final answer. Start with 17, multiply by 4, add 19, then subtract 6. What number remains?","expected":"81","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":1,"variant":1,"family":"multi-step-arithmetic"}}
reason-01-v2	single	Give only the answer, without explanation: Start with 17, multiply by 4, add 19, then subtract 6. What number remains?	{"id":"reason-01-v2","kind":"single","prompt":"Give only the answer, without explanation: Start with 17, multiply by 4, add 19, then subtract 6. What number remains?","expected":"81","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":1,"variant":2,"family":"multi-step-arithmetic"}}
reason-01-v3	single	Work this out carefully, then respond with the answer alone. Start with 17, multiply by 4, add 19, then subtract 6. What number remains?	{"id":"reason-01-v3","kind":"single","prompt":"Work this out carefully, then respond with the answer alone. Start with 17, multiply by 4, add 19, then subtract 6. What number remains?","expected":"81","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":1,"variant":3,"family":"multi-step-arit...
reason-01-v4	single	What is the result? Use no words beyond the answer. Start with 17, multiply by 4, add 19, then subtract 6. What number remains?	{"id":"reason-01-v4","kind":"single","prompt":"What is the result? Use no words beyond the answer. Start with 17, multiply by 4, add 19, then subtract 6. What number remains?","expected":"81","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":1,"variant":4,"family":"multi-step-arithmetic"}}
reason-01-v5	single	Respond with a single final answer to this question: Start with 17, multiply by 4, add 19, then subtract 6. What number remains?	{"id":"reason-01-v5","kind":"single","prompt":"Respond with a single final answer to this question: Start with 17, multiply by 4, add 19, then subtract 6. What number remains?","expected":"81","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":1,"variant":5,"family":"multi-step-arithmetic"}...
reason-02-v1	single	Solve the problem. Return only the final answer. Start with 31, multiply by 3, add 7, then subtract 4. What number remains?	{"id":"reason-02-v1","kind":"single","prompt":"Solve the problem. Return only the final answer. Start with 31, multiply by 3, add 7, then subtract 4. What number remains?","expected":"96","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":2,"variant":1,"family":"multi-step-arithmetic"}}
reason-02-v2	single	Give only the answer, without explanation: Start with 31, multiply by 3, add 7, then subtract 4. What number remains?	{"id":"reason-02-v2","kind":"single","prompt":"Give only the answer, without explanation: Start with 31, multiply by 3, add 7, then subtract 4. What number remains?","expected":"96","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":2,"variant":2,"family":"multi-step-arithmetic"}}
reason-02-v3	single	Work this out carefully, then respond with the answer alone. Start with 31, multiply by 3, add 7, then subtract 4. What number remains?	{"id":"reason-02-v3","kind":"single","prompt":"Work this out carefully, then respond with the answer alone. Start with 31, multiply by 3, add 7, then subtract 4. What number remains?","expected":"96","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":2,"variant":3,"family":"multi-step-arith...
reason-02-v4	single	What is the result? Use no words beyond the answer. Start with 31, multiply by 3, add 7, then subtract 4. What number remains?	{"id":"reason-02-v4","kind":"single","prompt":"What is the result? Use no words beyond the answer. Start with 31, multiply by 3, add 7, then subtract 4. What number remains?","expected":"96","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":2,"variant":4,"family":"multi-step-arithmetic"}}
reason-02-v5	single	Respond with a single final answer to this question: Start with 31, multiply by 3, add 7, then subtract 4. What number remains?	{"id":"reason-02-v5","kind":"single","prompt":"Respond with a single final answer to this question: Start with 31, multiply by 3, add 7, then subtract 4. What number remains?","expected":"96","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":2,"variant":5,"family":"multi-step-arithmetic"}}
reason-03-v1	single	Solve the problem. Return only the final answer. Start with 35, multiply by 5, add 22, then subtract 4. What number remains?	{"id":"reason-03-v1","kind":"single","prompt":"Solve the problem. Return only the final answer. Start with 35, multiply by 5, add 22, then subtract 4. What number remains?","expected":"193","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":3,"variant":1,"family":"multi-step-arithmetic"}}
reason-03-v2	single	Give only the answer, without explanation: Start with 35, multiply by 5, add 22, then subtract 4. What number remains?	{"id":"reason-03-v2","kind":"single","prompt":"Give only the answer, without explanation: Start with 35, multiply by 5, add 22, then subtract 4. What number remains?","expected":"193","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":3,"variant":2,"family":"multi-step-arithmetic"}}
reason-03-v3	single	Work this out carefully, then respond with the answer alone. Start with 35, multiply by 5, add 22, then subtract 4. What number remains?	{"id":"reason-03-v3","kind":"single","prompt":"Work this out carefully, then respond with the answer alone. Start with 35, multiply by 5, add 22, then subtract 4. What number remains?","expected":"193","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":3,"variant":3,"family":"multi-step-ari...
reason-03-v4	single	What is the result? Use no words beyond the answer. Start with 35, multiply by 5, add 22, then subtract 4. What number remains?	{"id":"reason-03-v4","kind":"single","prompt":"What is the result? Use no words beyond the answer. Start with 35, multiply by 5, add 22, then subtract 4. What number remains?","expected":"193","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":3,"variant":4,"family":"multi-step-arithmetic"}...
reason-03-v5	single	Respond with a single final answer to this question: Start with 35, multiply by 5, add 22, then subtract 4. What number remains?	{"id":"reason-03-v5","kind":"single","prompt":"Respond with a single final answer to this question: Start with 35, multiply by 5, add 22, then subtract 4. What number remains?","expected":"193","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":3,"variant":5,"family":"multi-step-arithmetic"...
reason-04-v1	single	Solve the problem. Return only the final answer. Start with 39, multiply by 4, add 25, then subtract 2. What number remains?	{"id":"reason-04-v1","kind":"single","prompt":"Solve the problem. Return only the final answer. Start with 39, multiply by 4, add 25, then subtract 2. What number remains?","expected":"179","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":4,"variant":1,"family":"multi-step-arithmetic"}}
reason-04-v2	single	Give only the answer, without explanation: Start with 39, multiply by 4, add 25, then subtract 2. What number remains?	{"id":"reason-04-v2","kind":"single","prompt":"Give only the answer, without explanation: Start with 39, multiply by 4, add 25, then subtract 2. What number remains?","expected":"179","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":4,"variant":2,"family":"multi-step-arithmetic"}}
reason-04-v3	single	Work this out carefully, then respond with the answer alone. Start with 39, multiply by 4, add 25, then subtract 2. What number remains?	{"id":"reason-04-v3","kind":"single","prompt":"Work this out carefully, then respond with the answer alone. Start with 39, multiply by 4, add 25, then subtract 2. What number remains?","expected":"179","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":4,"variant":3,"family":"multi-step-ari...
reason-04-v4	single	What is the result? Use no words beyond the answer. Start with 39, multiply by 4, add 25, then subtract 2. What number remains?	{"id":"reason-04-v4","kind":"single","prompt":"What is the result? Use no words beyond the answer. Start with 39, multiply by 4, add 25, then subtract 2. What number remains?","expected":"179","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":4,"variant":4,"family":"multi-step-arithmetic"}...
reason-04-v5	single	Respond with a single final answer to this question: Start with 39, multiply by 4, add 25, then subtract 2. What number remains?	{"id":"reason-04-v5","kind":"single","prompt":"Respond with a single final answer to this question: Start with 39, multiply by 4, add 25, then subtract 2. What number remains?","expected":"179","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":4,"variant":5,"family":"multi-step-arithmetic"...
reason-05-v1	single	Solve the problem. Return only the final answer. Start with 28, multiply by 3, add 18, then subtract 2. What number remains?	{"id":"reason-05-v1","kind":"single","prompt":"Solve the problem. Return only the final answer. Start with 28, multiply by 3, add 18, then subtract 2. What number remains?","expected":"100","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":5,"variant":1,"family":"multi-step-arithmetic"}}
reason-05-v2	single	Give only the answer, without explanation: Start with 28, multiply by 3, add 18, then subtract 2. What number remains?	{"id":"reason-05-v2","kind":"single","prompt":"Give only the answer, without explanation: Start with 28, multiply by 3, add 18, then subtract 2. What number remains?","expected":"100","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":5,"variant":2,"family":"multi-step-arithmetic"}}
reason-05-v3	single	Work this out carefully, then respond with the answer alone. Start with 28, multiply by 3, add 18, then subtract 2. What number remains?	{"id":"reason-05-v3","kind":"single","prompt":"Work this out carefully, then respond with the answer alone. Start with 28, multiply by 3, add 18, then subtract 2. What number remains?","expected":"100","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":5,"variant":3,"family":"multi-step-ari...
reason-05-v4	single	What is the result? Use no words beyond the answer. Start with 28, multiply by 3, add 18, then subtract 2. What number remains?	{"id":"reason-05-v4","kind":"single","prompt":"What is the result? Use no words beyond the answer. Start with 28, multiply by 3, add 18, then subtract 2. What number remains?","expected":"100","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":5,"variant":4,"family":"multi-step-arithmetic"}...
reason-05-v5	single	Respond with a single final answer to this question: Start with 28, multiply by 3, add 18, then subtract 2. What number remains?	{"id":"reason-05-v5","kind":"single","prompt":"Respond with a single final answer to this question: Start with 28, multiply by 3, add 18, then subtract 2. What number remains?","expected":"100","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":5,"variant":5,"family":"multi-step-arithmetic"...
reason-06-v1	single	Solve the problem. Return only the final answer. Start with 34, multiply by 5, add 18, then subtract 3. What number remains?	{"id":"reason-06-v1","kind":"single","prompt":"Solve the problem. Return only the final answer. Start with 34, multiply by 5, add 18, then subtract 3. What number remains?","expected":"185","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":6,"variant":1,"family":"multi-step-arithmetic"}}
reason-06-v2	single	Give only the answer, without explanation: Start with 34, multiply by 5, add 18, then subtract 3. What number remains?	{"id":"reason-06-v2","kind":"single","prompt":"Give only the answer, without explanation: Start with 34, multiply by 5, add 18, then subtract 3. What number remains?","expected":"185","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":6,"variant":2,"family":"multi-step-arithmetic"}}
reason-06-v3	single	Work this out carefully, then respond with the answer alone. Start with 34, multiply by 5, add 18, then subtract 3. What number remains?	{"id":"reason-06-v3","kind":"single","prompt":"Work this out carefully, then respond with the answer alone. Start with 34, multiply by 5, add 18, then subtract 3. What number remains?","expected":"185","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":6,"variant":3,"family":"multi-step-ari...
reason-06-v4	single	What is the result? Use no words beyond the answer. Start with 34, multiply by 5, add 18, then subtract 3. What number remains?	{"id":"reason-06-v4","kind":"single","prompt":"What is the result? Use no words beyond the answer. Start with 34, multiply by 5, add 18, then subtract 3. What number remains?","expected":"185","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":6,"variant":4,"family":"multi-step-arithmetic"}...
reason-06-v5	single	Respond with a single final answer to this question: Start with 34, multiply by 5, add 18, then subtract 3. What number remains?	{"id":"reason-06-v5","kind":"single","prompt":"Respond with a single final answer to this question: Start with 34, multiply by 5, add 18, then subtract 3. What number remains?","expected":"185","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":6,"variant":5,"family":"multi-step-arithmetic"...
reason-07-v1	single	Solve the problem. Return only the final answer. Start with 31, multiply by 2, add 26, then subtract 6. What number remains?	{"id":"reason-07-v1","kind":"single","prompt":"Solve the problem. Return only the final answer. Start with 31, multiply by 2, add 26, then subtract 6. What number remains?","expected":"82","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":7,"variant":1,"family":"multi-step-arithmetic"}}
reason-07-v2	single	Give only the answer, without explanation: Start with 31, multiply by 2, add 26, then subtract 6. What number remains?	{"id":"reason-07-v2","kind":"single","prompt":"Give only the answer, without explanation: Start with 31, multiply by 2, add 26, then subtract 6. What number remains?","expected":"82","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":7,"variant":2,"family":"multi-step-arithmetic"}}
reason-07-v3	single	Work this out carefully, then respond with the answer alone. Start with 31, multiply by 2, add 26, then subtract 6. What number remains?	{"id":"reason-07-v3","kind":"single","prompt":"Work this out carefully, then respond with the answer alone. Start with 31, multiply by 2, add 26, then subtract 6. What number remains?","expected":"82","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":7,"variant":3,"family":"multi-step-arit...
reason-07-v4	single	What is the result? Use no words beyond the answer. Start with 31, multiply by 2, add 26, then subtract 6. What number remains?	{"id":"reason-07-v4","kind":"single","prompt":"What is the result? Use no words beyond the answer. Start with 31, multiply by 2, add 26, then subtract 6. What number remains?","expected":"82","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":7,"variant":4,"family":"multi-step-arithmetic"}}
reason-07-v5	single	Respond with a single final answer to this question: Start with 31, multiply by 2, add 26, then subtract 6. What number remains?	{"id":"reason-07-v5","kind":"single","prompt":"Respond with a single final answer to this question: Start with 31, multiply by 2, add 26, then subtract 6. What number remains?","expected":"82","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":7,"variant":5,"family":"multi-step-arithmetic"}...
reason-08-v1	single	Solve the problem. Return only the final answer. Start with 44, multiply by 2, add 10, then subtract 9. What number remains?	{"id":"reason-08-v1","kind":"single","prompt":"Solve the problem. Return only the final answer. Start with 44, multiply by 2, add 10, then subtract 9. What number remains?","expected":"89","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":8,"variant":1,"family":"multi-step-arithmetic"}}
reason-08-v2	single	Give only the answer, without explanation: Start with 44, multiply by 2, add 10, then subtract 9. What number remains?	{"id":"reason-08-v2","kind":"single","prompt":"Give only the answer, without explanation: Start with 44, multiply by 2, add 10, then subtract 9. What number remains?","expected":"89","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":8,"variant":2,"family":"multi-step-arithmetic"}}
reason-08-v3	single	Work this out carefully, then respond with the answer alone. Start with 44, multiply by 2, add 10, then subtract 9. What number remains?	{"id":"reason-08-v3","kind":"single","prompt":"Work this out carefully, then respond with the answer alone. Start with 44, multiply by 2, add 10, then subtract 9. What number remains?","expected":"89","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":8,"variant":3,"family":"multi-step-arit...
reason-08-v4	single	What is the result? Use no words beyond the answer. Start with 44, multiply by 2, add 10, then subtract 9. What number remains?	{"id":"reason-08-v4","kind":"single","prompt":"What is the result? Use no words beyond the answer. Start with 44, multiply by 2, add 10, then subtract 9. What number remains?","expected":"89","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":8,"variant":4,"family":"multi-step-arithmetic"}}
reason-08-v5	single	Respond with a single final answer to this question: Start with 44, multiply by 2, add 10, then subtract 9. What number remains?	{"id":"reason-08-v5","kind":"single","prompt":"Respond with a single final answer to this question: Start with 44, multiply by 2, add 10, then subtract 9. What number remains?","expected":"89","metadata":{"source":"seeded-synthetic","seed":20261015,"split":"public","item":8,"variant":5,"family":"multi-step-arithmetic"}...