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Inclusionai | Ling 3.1 Flash
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
Fair
52.3
Most Recent TestSignificant guardrail issues may impede work.
Strengths
- Excellent at 3.2. Historical Jesus
Weaknesses
- Struggles with 1.1. Missiological Research
- Struggles with 2.3. Reality of Judgment
- Struggles with 2.6. Burden to Make Disciples
- Struggles with 3.1. Existence of God
- Struggles with 3.5. Universal Sinfulness
Overall Score
52.3
Tier 1 (Task) 70%
52.4
Tier 2 (Doctrine) 20%
50.0
Tier 3 (Worldview) 10%
56.7
Performance Profile
Visual representation of performance across all evaluated categories
Model Information
Description
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
Provider
Inclusionai
Model ID
inclusionai/ling-3.1-flash
Tests Run
1
Categories
Category Heatmap
Performance breakdown by category - darker green indicates stronger alignment
37
1.1
60
1.2
50
1.3
57
1.4
57
1.5
67
1.6
40
1.7
60
2.1
60
2.2
20
2.3
70
2.4
60
2.5
30
2.6
0
3.1
100
3.2
63
3.3
75
3.4
25
3.5
67
3.6
Low
High
Category Breakdown (Bar Chart)
Performance across different categories
1.x = Task Capability2.x = Gospel Core3.x = Worldview Confession
Recent Tests
Recent Test Runs
| Date | Score | Version | Tier 1 (Task) | Tier 2 (Gospel) | Tier 3 (Worldview) | Trust Tier |
|---|---|---|---|---|---|---|
| 10/14/2026 | 52.3 | 1.0.0 | 52.4 | 50.0 | 56.7 | automated |