| --- |
| license: other |
| language: |
| - en |
| pretty_name: MAS Reasoning Formal Study Archive |
| tags: |
| - multi-agent-systems |
| - llm-as-a-judge |
| - reasoning |
| - evaluation |
| - reproducibility |
| --- |
| |
| # MAS Reasoning Formal Study Archive |
|
|
| This private dataset repository preserves the complete formal research artifacts used by the associated multi-agent reasoning manuscript. It is a versioned data archive, not a repackaging of the original benchmark datasets. |
|
|
| > **Visibility requirement:** keep this full archive private. It contains generated candidate answers and rationales, and some records are derived from benchmarks whose examples should not be redistributed publicly. A separately built, content-reduced release is required before public access is enabled. |
|
|
| ## Scope |
|
|
| The archive contains every file under the study's two formal evidence roots, except the operational files listed in `EXCLUDED_FILES.csv`: |
|
|
| - original generated sample banks; |
| - natural and composition-controlled candidate pools; |
| - selector rankings and replay records; |
| - model-task logs and parse audits; |
| - intermediate analysis artifacts; |
| - manuscript-facing summaries and source tables; |
| - derived figure data needed by the submission repository. |
|
|
| The archive does not include API credentials, process-ID files, macOS metadata, the original third-party benchmark distributions or unrelated pilot outputs. `SOURCE_SYMLINKS.csv` records links from the source archive; linked files are materialized in this release so that every uploaded payload is self-contained. |
|
|
| ## Layout |
|
|
| ```text |
| data/external/evidence/formal/ # manuscript-facing evidence and audits |
| data/external/results/formal/ # raw, intermediate and summary formal results |
| data/derived/ # compact derived tables used by figures |
| DATA_MANIFEST.csv # source, role, size and SHA-256 per payload |
| CHECKSUMS.sha256 # digest for every released file |
| RELEASE_METADATA.json # release scope and aggregate counts |
| SOURCE_SYMLINKS.csv # source link reconstruction map |
| EXCLUDED_FILES.csv # explicit exclusion ledger |
| THIRD_PARTY_NOTICES.md # benchmark licences and restrictions |
| ``` |
|
|
| ## Models and settings |
|
|
| The manuscript-facing labels are: |
|
|
| - DeepSeek V4 Flash (medium-thinking); |
| - Mimo v2.5 (no-think); |
| - Mimo v2.5 (medium-thinking). |
|
|
| The generator and judge settings are encoded in file paths and table fields. Different generator-judge cells should not be treated as interchangeable. |
|
|
| ## Download a pinned snapshot |
|
|
| Use the revision recorded in `data/dataset.lock.json` in the code repository: |
|
|
| ```bash |
| uvx --from huggingface_hub hf download Biogod/mas_reasoning \ |
| --repo-type dataset \ |
| --revision REVISION_FROM_DATASET_LOCK \ |
| --local-dir data/releases/REVISION_FROM_DATASET_LOCK |
| ``` |
|
|
| To use the downloaded data with the plotting and analysis code, expose its two data roots at `data/external/` or pass the downloaded paths to the documented analysis commands. The code-repository `data/README.md` provides exact commands. |
|
|
| ## Integrity verification |
|
|
| From the downloaded snapshot: |
|
|
| ```bash |
| cd data/releases/REVISION_FROM_DATASET_LOCK |
| sha256sum -c CHECKSUMS.sha256 |
| ``` |
|
|
| On macOS, use `shasum -a 256 -c CHECKSUMS.sha256`. |
|
|
| The repository also provides a structural verifier: |
|
|
| ```bash |
| cd code |
| uv sync |
| uv run python -m reasoning_meme.io.public_dataset verify \ |
| --root ../data/releases/REVISION_FROM_DATASET_LOCK |
| ``` |
|
|
| ## Data interpretation |
|
|
| - `rank AUC` is the probability that the judge places a correct candidate above an incorrect candidate within the evaluated pair set. |
| - `p_gen` is question-level correct-answer availability in the stated generation bank. |
| - Natural pools preserve the observed answer distribution; composition-controlled pools fix the correct/wrong count. |
| - Cost fields are paid-equivalent estimates reconstructed from token accounting and the stated price model, not provider invoices. |
| - Some analyses use different strict-common question intersections. Compare or subtract rows only when their cohort identifiers match. |
|
|
| ## Licence and reuse |
|
|
| The authors release their newly derived measurements and metadata for research audit. This archive does not relicense benchmark content or model-generated text. Access to the private archive does not grant permission to publish its contents. Consult `THIRD_PARTY_NOTICES.md` and the original benchmark terms before redistributing any file. |
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|
