Enterprise agents struggle when facts are hidden across business systems

Eight new benchmark templates test whether agents can infer unstated facts from conflicting and related enterprise records.

Independent
Benjamin Gruenbaum · Doron Porat · Assaf Natanzon · Roy Zavida · Chen Dinachi · Or Itzahary
Research Digest··2 min read
The authors extend Era by Eon with questions whose answers cannot be found explicitly in any single record or instruction.

The authors added eight hidden-knowledge question templates to a benchmark built around a generated company.

Why this paper

Independent · Part of Context Engineering for Agents, now 30 papers

In one line

The best agent answers 18 of 24 hidden knowledge questions; multi-record selection succeeds in only 1 of 84 attempts.

What we could check

  • ·No code link found
  • ·No weights link found
  • ·No dataset link found
  • ·No compute details found
  • ·No stated limitations found
  • ✓Reports numbers on named benchmarks

Observed from the paper text and links we have. Absence here means we did not find it, not that it does not exist.

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