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Evaluation sources

Longform Writing

EQ-Bench · Coherence and completeness of long-form stories

Official evaluation
In NewsRanked
Evidence budget2.4%
Upstream data as of10/29 02:36
Last synced11/16 02:05

What it measures, and how

Uses overall_score_100; scoring of plot and expression in an eight-chapter long text, with judge preference disclosed as a limitation.

How this evidence is used

Officially scored; the two writing leaderboards together account for 6%, with no added weight by question or model count.

Results

Under fixed rules, each public model uses one representative configuration. Anonymous test variants are not shown, original leaderboard ranks are kept, and each item lists at most 30.

Rank thereModel thereRaw scoreRepresentative configuration
1claude-opus-5Anthropic86.3Source default configuration
2claude-fable-5-1Anthropic85.3Source default configuration
3claude-opus-5-5Anthropic84.6Source default configuration
4claude-fable-5Anthropic83Source default configuration
4grok-4.7xAI83Source default configuration
6gpt-6-astraOpenAI82.8Source default configuration
6gpt-6-solOpenAI82.8Source default configuration
6muse-spark-1.3Meta82.8Source default configuration
9aion-3.5aion-labs82.1Source default configuration
10claude-opus-4-7Anthropic81.8Source default configuration
10GLM-5.3Z.ai81.8Source default configuration
12gpt-5.6-solOpenAI81.7Source default configuration
13muse-spark-1.2Meta81.5Source default configuration
14gemini-4-argonGoogle80.9Source default configuration
15claude-opus-4-8Anthropic80.8Source default configuration
16ox-alpha—79.9Source default configuration
16kimi-k3.1-promoonshot79.9Source default configuration
16claude-sonnet-4-6Anthropic79.9Source default configuration
19kimi-k3Moonshot AI79.6Source default configuration
20moonshotai/Kimi-K2.6Moonshot AI78.5Source default configuration
21gpt-5.4OpenAI78.3Source default configuration
21claude-sonnet-5Anthropic78.3Source default configuration
23gpt-5.5OpenAI78.2Source default configuration
24gpt-5.6-terraOpenAI78Source default configuration
25zai-org/GLM-5.2Z.ai77.9Source default configuration
26claude-opus-4-6Anthropic77.7Source default configuration
27gemini-3.8-flashGoogle76.8Source default configuration
28deepseek-ai/DeepSeek-V4-ProDeepSeek75.6Source default configuration
29gpt-5.6-lunaOpenAI75.5Source default configuration
30moonshotai/Kimi-K2.5Moonshot AI74.9Source default configuration
Limits and data attribution

Mainly English writing, relying on a model judge; the same judge and related tasks share a budget and do not represent Chinese prose quality.

Data licence: MIT · EQ-bench-site README metadata statement

Scores published by EQ-Bench. Raw scores and the News consensus score use different scales and cannot be added directly.