ESL-benchEvent-driven Synthetic Longitudinal Benchmark
Verified by Mdexa · Checked against the source text under public rules.How we check
- Commercial use
- UnclearConflict
- Derivatives
- UnclearConflict
- Redistribution
- UnclearConflict
- File on Mdexa
- NoPending
the publisher's own statements contradict each other (permissive license vs restriction)
Cite this pageMdexa, ESL-bench (Event-driven Synthetic Longitudinal Benchmark), https://mdexa.com/datasets/esl-bench/, verified 2026-11-14.
Key facts
- Domain
- Clinical medicine Modern medicine
- Content
- Question banks and benchmarks · Knowledge graphsVirtual health user dataset for evaluating AI health assistants; each virtual user has a health profile, event timeline, clinical exam data, and knowledge-graph-grounded evaluation queries.
- Size
- —As stated: 320 questions over 20 virtual users
- Language / modality
- English · Chinese / Text · Tabular
- Publisher
- mirobody
- Year
- 2026-11-02
- Expert review
- —
- Verification
- Verified: license text seen
Commercial use of ESL-bench (Event-driven Synthetic Longitudinal Benchmark)
Commercial use: Unclear (Conflict). License status: Conflict.
Quoted statements and their sources are in ESL-bench (Event-driven Synthetic Longitudinal Benchmark) license evidence.
Verdicts record what sources state and are not legal advice.
ESL-bench (Event-driven Synthetic Longitudinal Benchmark) license evidence 4
Apache-2.0Hugging Face card metadata, README≠“> ⚠️ **Research use only.** Outputs are synthet…”README≠“⚠️ Research use only. Outputs are synthetic and…”Dataset page
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Hugging Face card metadataPage opened
Apache-2.0Third-party text · Hugging Face card metadata
license: apache-2.0
Statement found in snapshot s01 (readme)
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READMEPage opened
Apache-2.0Third-party text · README
[Apache 2.0](https://opensource.org/licenses/Apache-2.0)
Statement found in snapshot s01 (readme)
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READMEPage opened
Third-party text · README
> ⚠️ **Research use only.** Outputs are synthetic and intended for benchmarking AI agents. They should **not** be used for diagnosis or treatment decisions.
Statement found in snapshot s01 (readme)
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Dataset pagePage opened
Third-party text · Dataset page
⚠️ Research use only. Outputs are synthetic and intended for benchmarking AI agents. They should not be used for diagnosis or treatment decisions.
Statement found in snapshot s02 (page)
Source and lineage
No upstream or downstream datasets recorded.
Known issues with ESL-bench (Event-driven Synthetic Longitudinal Benchmark)
- Ground-truth answers for the knowledge-graph evaluation queries are released only after the competition closes.
- Scores are not directly comparable between successive batches because the question mix differs.
Preflight
Not run Runs only on ingested data; says nothing about quality.
Downloading ESL-bench (Event-driven Synthetic Longitudinal Benchmark) and API access
No file on Mdexa (see the verdict). Get it from the source and confirm the terms there:
Citing ESL-bench (Event-driven Synthetic Longitudinal Benchmark)
Mdexa, ESL-bench (Event-driven Synthetic Longitudinal Benchmark), https://mdexa.com/datasets/esl-bench/, verified 2026-11-14.
More citation details
The source gives no citation text; the line above cites this card.
Machine-readable
esl-bench.jsonesl-bench.mdcatalog.json
Change log 13
| 2026-11-14 | Re-adjudicated under the current rules; all machine checks still pass. | |
| 2026-11-14 | Re-adjudicated under the current rules; all machine checks still pass. | |
| 2026-11-13 | Re-adjudicated under the current rules; all machine checks still pass. | |
| 2026-11-13 | Re-adjudicated under the current rules; all machine checks still pass. | |
| 2026-11-13 | Re-adjudicated under the current rules; all machine checks still pass. | |
| 2026-11-13 | Re-adjudicated under the current rules; all machine checks still pass. | |
| 2026-11-13 | Re-adjudicated under the current rules; all machine checks still pass. | |
| 2026-11-13 | Re-adjudicated under the current rules; all machine checks still pass. | |
| 2026-11-13 | Re-adjudicated under the current rules; all machine checks still pass. | |
| 2026-11-13 | Re-adjudicated under the current rules; all machine checks still pass. | |
| 2026-11-13 | Re-adjudicated under the current rules; all machine checks still pass. | |
| 2026-11-13 | Re-adjudicated under the current rules; all machine checks still pass. | |
| 2026-11-13 | Added via the automated pipeline and passed all checks (gates, verbatim quotes, rule engine, two independent extractions). |
Listed in
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