Skip to main content
ModelScale

Reasoning benchmark

AI-Needle leaderboard

Every model the catalog carries a published AI-Needle value for, ranked by that value.

CategoryReasoning
MeasureNeedle-in-a-haystack recall
TasksLong-context retrieval
DifficultyLong-context memory

A long-context retrieval benchmark that measures whether a model can recover relevant information embedded deep inside very long contexts.

AI-Needle ranking

4 models with a published AI-Needle value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.

Models ranked by their published AI-Needle value
RankModelProviderNeedle-in-a-haystack recall
1Claude Opus 4.5Anthropic74
2Qwen3.5 397BAlibaba68.7
3Qwen3.6 PlusAlibaba68.3
4GLM-5Z.AI63.3

Evidence key: Observed

Rows are ordered by the value Qwen3.6 launch benchmarks published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.

All leaderboards · Reasoning capability leaderboard