Benchmark

MultiChallenge

Measures: Realistic multi-turn conversations test four abilities: keeping instructions from the start of the chat, recalling scattered details, handling versioned edits reliably, and staying self-coherent without sycophancy. An LLM judge (Gemini 2.5 Pro since the Feb 2026 update) scores each conversation against human-written, instance-level yes/no rubric questions.

Maintainer
Scale AI (Scale Labs / SEAL)
Introduced
2025
Status
Active
Saturation
Headroom
Typical provenance
Independent
In scoring set
Yes

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