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ModelScale

Coding benchmark

PaperBench leaderboard

Every model the catalog carries a published PaperBench value for, ranked by that value.

CategoryCoding
MeasureLong-horizon agent evaluation
TasksAI research-paper reproduction
DifficultyFrontier autonomous research and engineering

A research-reproduction benchmark that asks agents to recreate the contributions of AI papers from the paper alone.

PaperBench ranking

1 model with a published PaperBench 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 PaperBench value
RankModelProviderLong-horizon agent evaluation
1Qwen3.8 MaxAlibaba93.0

Evidence key: Observed

Rows are ordered by the value Qwen3.8-Max: A New Bar for Coding and Cowork 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 · Coding capability leaderboard