Claude Opus 5 (Fast) tops Newsroom Reliability v0.2 benchmark

In a 50-task run of Newsroom Reliability v0.2, Claude Opus 5 (Fast) led the field with a 0.73 score at $0.0460 per task. GLM 5.3 Flash, Gemini 3.7 Flash, and Qwen3.8 Flash followed at 0.69, each at substantially lower cost.

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Newsroom Reliability v0.2 benchmark leaderboard chart

Leaderboard

Rank Model Mean score Est. cost/task
1 Claude Opus 5 (Fast) 0.73 $0.0460
2 Z.ai: GLM 5.3 Flash 0.69 $0.0003
3 Google: Gemini 3.7 Flash 0.69 $0.0014
4 Qwen: Qwen3.8 Flash 0.69 $0.0005
5 step-3.7-flash 0.59

How we scored it

Every model answered the same 50-task battery from Newsroom Reliability v0.2, one task at a time, with no tools and no retries on content.

50 open-ended tasks were graded 0–10 by gpt-5.4 against a fixed rubric — blind to which model wrote the answer — and normalized to the same 0–1 scale.

Reasoning effort was pinned to max for every model whose lane exposes a control (OpenAI-style reasoning_effort, Anthropic extended thinking, Gemini thinking config). Models marked vendor default on the interactive board expose no such control and ran as shipped.

A model's mean score averages its graded tasks; a generation failure counts as 0. Cost per task is estimated from each model's published per-token pricing ("—" where pricing isn't public), so treat it as directional, not billing-exact.


Explore every prompt, answer, and per-task grade in the interactive leaderboard.

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