Datasets:
Dataset card for v1.1
Browse files
README.md
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- reliability
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configs:
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- config_name: subjects
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data_files: v1/subjects.csv
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- config_name: scores
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data_files: v1/scores.csv
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- config_name: claims
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data_files: v1/claims.csv.gz
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- config_name: changes
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data_files: v1/changes.csv
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---
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# Reliability dataset
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Reliability scores for public figures and organisations, with every claim, verdict and evidence link behind them,
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built by the Reliability API (https://epistacklabs.com). A subject's public statements are sampled, the checkable
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claims are checked against the public record, and each claim carries a verdict linked to its quote and its
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evidence. The score is the share of resolved claims that held up,
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interval and a confidence level.
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Verdicts are made automatically and are not individually reviewed by a person. Two model judges from different
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model families judge each claim; `judges_disagree` marks where they differed. Two judges agreeing is consistency,
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## Releases
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Each release is a folder (`v1/`, ...) with:
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- `subjects.csv`: one row per subject, with the latest report and how to reply (`respond_url`).
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- `scores.csv`: one row per subject and claim type (and overall): score, interval, resolved count, confidence.
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- `datapackage.json` (the columns) and `README.md` (what the release is, its method version, measured results,
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caveats, scope and licence).
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`CHANGELOG.md` lists the releases. The latest is `v1`
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## Look a subject up
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curl "https://epistacklabs.com/v1/lookup?name=Jensen%20Huang"
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## Scope and right of reply
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Public figures and organisations only, from their public professional output; nothing about private life; no
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inferred motives;
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counter-evidence through the `respond_url` on their row.
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## Licence
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CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). Quotes are short, attributed and linked to their
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source; no page text is included. Cite as: Reliability dataset v1, epistacklabs.com, 2026.
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- reliability
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configs:
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- config_name: subjects
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data_files: v1.1/subjects.csv
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- config_name: scores
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data_files: v1.1/scores.csv
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- config_name: claims
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data_files: v1.1/claims.csv.gz
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- config_name: changes
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data_files: v1.1/changes.csv
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---
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# Reliability dataset
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Reliability scores for public figures and organisations, with every claim, verdict and evidence link behind them,
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built by the Reliability API (https://epistacklabs.com). A subject's public statements are sampled, the checkable
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claims are checked against the public record, and each claim carries a verdict linked to its quote and its
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evidence. The score is the share of resolved claims that held up, for each kind of claim (factual claims,
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predictions, promises, company guidance), with an 80% interval and a confidence level. Predictions are scored on
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their own. The overall row mixes kinds of claim in different proportions for different subjects; compare subjects
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within one kind of claim, and only at medium or high confidence.
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Verdicts are made automatically and are not individually reviewed by a person. Two model judges from different
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model families judge each claim; `judges_disagree` marks where they differed. Two judges agreeing is consistency,
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## Releases
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Each release is a folder (`v1/`, `v1.1/`, ...) with:
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- `subjects.csv`: one row per subject, with the latest report and how to reply (`respond_url`).
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- `scores.csv`: one row per subject and claim type (and overall): score, interval, resolved count, confidence.
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- `datapackage.json` (the columns) and `README.md` (what the release is, its method version, measured results,
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caveats, scope and licence).
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`CHANGELOG.md` lists the releases and what changed between them. The latest is `v1.1`.
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## Look a subject up
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curl "https://epistacklabs.com/v1/lookup?name=Jensen%20Huang"
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Or read every claim in a browser at https://epistacklabs.com/explore.
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## Scope and right of reply
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Public figures and organisations only, from their public professional output; nothing about private life; no
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inferred motives; neutral wording throughout. Politicians and officials are covered like anyone else, and
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party-political claims are tagged `political` and scored like any other claim (from release v1.1; v1 left some
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out of scores, as its README says). A subject can reply to any claim with a correction or
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counter-evidence through the `respond_url` on their row.
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## Licence
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CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). Quotes are short, attributed and linked to their
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source; no page text is included. Cite as: Reliability dataset v1.1, epistacklabs.com, 2026.
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