Era by Eon: Benchmarking Enterprise Agents on Hidden Knowledge
In the Era by Eon benchmark, each question states the rules for its answer, and code computes the answer from a generated company's data. When agents can run code, the four strongest models each answer 22 to 25 of 27 such questions, so the benchmark barely separates them. We add eight question templates that depend on hidden facts. No question or document states a hidden fact, and the records that seem to hold it show something else. Other data implies it. For example, the sales system says a customer dropped a purchase because of timing. On a recorded call, the customer blames an outage. For each generated company, code fills each template and computes an exact answer without a language ...
| Authors | Benjamin Gruenbaum, Doron Porat, Assaf Natanzon et al. |
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| Primary category | cs.SE |
| Published | 24 September 2026 |
| Last updated at source | 24 September 2026 |
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