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external benchmark
NoLiMa-Hard selected reports. Every model the catalog carries a published NoLiMa-Hard value for, ranked by that value.
Selected reasoning-model accuracy curves on the ten hardest NoLiMa question-needle pairs. Exact API snapshots and effort remain undisclosed. The displayed score is 32K accuracy; these reports stay outside overall and category rankings.
The benchmark is defined by NoLiMa: Long-Context Evaluation Beyond Literal Matching, but the catalog carries no value for it yet. An absent value is shown as absent here rather than as a zero.
What the benchmark measures and how its value is published, from the source’s own record.
NoLiMa-Hard (NoLiMa-Hard selected reports) is an external benchmark published by NoLiMa: Long-Context Evaluation Beyond Literal Matching. Selected reasoning-model accuracy curves on the ten hardest NoLiMa question-needle pairs. Exact API snapshots and effort remain undisclosed. The displayed score is 32K accuracy; these reports stay outside overall and category rankings. Its evaluation set is described by the source as 10 hardest question-needle pairs.
Each model's result is published by NoLiMa: Long-Context Evaluation Beyond Literal Matching as hard-subset character-name answer accuracy. ModelScale prints that value to 1 decimal place, exactly as published, and never converts or rescales it. This page ranks the 0 models that carry a published value, highest value first; a model the source never scored is left out rather than ranked at zero. The source does not state whether a higher value is the better result, so neither does this page.