Explore the submitted model data.
Compare models recorded in these submitted apps by task, cost, coverage, and confidence. Labels such as “latest” reflect the source artifacts, not a live availability check.
376
scores
25
files
0
unmatched
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Suggested comparisons within this dataset.
Raw score is not the same as usable.
Current raw leader: Claude Fable 5
Treat this as a benchmark reference only. It should not be the default production choice.
raw0
usableUnavailable
access
Strong3
Mixed3
Limited2
Restricted1
Unavailable
Overall leaders
Selected models
Claude Opus 4.8
Anthropic
Expensive at output-heavy scale, but broad current coverage makes it one of the safest top comparisons.
GPT-5.5
OpenAI
Multiple submitted harness variants are preserved; compare the condition labels before declaring a winner.
Claude Opus 4.7
Anthropic
Older than Opus 4.8/Fable 5 but still a top coding and agentic comparison point.
GLM-5.2
Z.ai
Best open-weight value story in the submitted set, but not the best absolute closed-model score.
Best value is not always the top score.
Green zone marks high score with lower blended token cost. 4 crowded labels are kept in the legend and hover instead of overlapping.
Code strength and task execution diverge.
Top-right means strong on both code and agent tasks. 5 crowded labels are kept in the legend and hover instead of overlapping.
Which scores are actually saying the same thing?
| Metric | Coding | Agentic | Reasoning | Math | Long Context | Value | Reliability |
|---|---|---|---|---|---|---|---|
| Coding | 1.00 | 0.98 | 0.49 | 0.63 | -0.32 | -0.61 | 0.81 |
| Agentic | 0.98 | 1.00 | 0.58 | 0.67 | -0.25 | -0.63 | 0.85 |
| Reasoning | 0.49 | 0.58 | 1.00 | 0.65 | 0.10 | -0.85 | 0.67 |
| Math | 0.63 | 0.67 | 0.65 | 1.00 | -0.37 | -0.78 | 0.68 |
| Long Context | -0.32 | -0.25 | 0.10 | -0.37 | 1.00 | 0.27 | -0.02 |
| Value | -0.61 | -0.63 | -0.85 | -0.78 | 0.27 | 1.00 | -0.57 |
| Reliability | 0.81 | 0.85 | 0.67 | 0.68 | -0.02 | -0.57 | 1.00 |
Agreement is computed only over visible models with both scores. It is a rank signal for overlap, not proof of benchmark validity.
Where the leaderboard hides useful alternatives.
Know when the data is missing.
Dark cells have score evidence. Pale cells are missing or unknown, not bad scores.
| Model | Arena | SWE | Terminal | GPQA | HLE | Math | Context | Reliability |
|---|---|---|---|---|---|---|---|---|
Claude Fable 5 Mixed confidence | 1535 Elo | 78.0% | 85.0% | 93.0% | 40.0% | 99.7% | 1M tokens | Mixed |
Claude Opus 4.8 Strong confidence | 1552 Elo | 2x | 88.5% | 94.2% | 38.5% | 98.3% | 1M tokens | Strong |
Claude Opus 4.7 Strong confidence | 1567 Elo | 83.5% | 90.2% | 91.8% | 35.2% | 97.8% | 500K tokens | Strong |
GPT-5.5 Strong confidence | 2x | 2x | 3x | 93.6% | 36.2% | 99.2% | 1M tokens | Strong |
GLM-5.2 Mixed confidence | 1468 Elo | 62.1% | 81.0% | 84.0% | Missing | Missing | 1M tokens | Mixed |
Grok 4.3 Limited confidence | 1498 Elo | 75.8% | 80.0% | 87.3% | Missing | 92.0% | 256K tokens | Limited |
DeepSeek V4 Pro Mixed confidence | 1470 Elo | 72.0% | Missing | 90.0% | Missing | 96.5% | 1M tokens | Mixed |
Qwen3.6 Max Preview Limited confidence | 1541 Elo | 70.5% | Missing | 87.0% | Missing | 95.5% | 256K tokens | Limited |
Models in the dataset
Claude Fable 5
latestUnavailableAnthropic · Reasoning / Research / Frontier math
Not generally available right now; use as a top-score reference, not an automatic production default.
Unavailable: Not generally available right now. Treat as a benchmark reference, not a deployable choice.
Score
94
Context
1M
Price
$20/$100
Claude Opus 4.8
latestAnthropic · Agents / Coding / Knowledge work
Expensive at output-heavy scale, but broad current coverage makes it one of the safest top comparisons.
Score
93
Context
1M
Price
$5/$25
Claude Opus 4.7
currentAnthropic · SWE-bench / Web dev / Agents
Older than Opus 4.8/Fable 5 but still a top coding and agentic comparison point.
Score
92
Context
500K
Price
$15/$75
GPT-5.5
latestOpenAI · General / Coding / Agents
Multiple submitted harness variants are preserved; compare the condition labels before declaring a winner.
Score
90
Context
1M
Price
$5/$30
GLM-5.2
latestOpen weightsZ.ai · Open weights / Coding / Cost
Best open-weight value story in the submitted set, but not the best absolute closed-model score.
Score
84
Context
1M
Price
$1.4/$4.4
Grok 4.3
latestxAI · General / Fast chat / Agents
Good top-set alternate, but public benchmark breadth is thinner than Anthropic/OpenAI.
Score
82
Context
256K
Price
$3/$15
DeepSeek V4 Pro
latestOpen weightsDeepSeek · Open weights / Reasoning / Cost
Strong value and open-deployment option; benchmark breadth is less complete than the top closed models.
Score
79
Context
1M
Price
$0.55/$2.19
Qwen3.6 Max Preview
latestRestrictedAlibaba Qwen · Coding / Multilingual / General
Worth watching, especially for coding/value, but preview status lowers confidence.
Restricted: Preview access and serving behavior should be validated before production use.
Score
78
Context
256K
Price
$0.8/$2.4
Gemini 3.1 Pro
latestRestrictedNot promotedGoogle DeepMind · Multimodal / Long context / Research
Searchable for completeness, but not recommended by default in this explorer.
Restricted: Searchable for completeness, but not recommended by default in this explorer.
Score
76
Context
2M
Price
$2.5/$10
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9 models in this export
| Model | Lab | Overall | Availability | Confidence | Coverage |
|---|---|---|---|---|---|
| Claude Fable 5 | Anthropic | 94 | Unavailable | Mixed | 8 |
| Claude Opus 4.8 | Anthropic | 93 | Available | Strong | 8 |
| Claude Opus 4.7 | Anthropic | 92 | Available | Strong | 8 |
| GPT-5.5 | OpenAI | 90 | Available | Strong | 8 |
| GLM-5.2 | Z.ai | 84 | Available | Mixed | 6 |
| Grok 4.3 | xAI | 82 | Available | Limited | 7 |
| DeepSeek V4 Pro | DeepSeek | 79 | Available | Mixed | 6 |
| Qwen3.6 Max Preview | Alibaba Qwen | 78 | Restricted | Limited | 6 |
| Gemini 3.1 Pro | Google DeepMind | 76 | Restricted | Limited | 7 |