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GLMI / General Language Model Index
Release v4.2.1 Snapshot 2026-09-19 04:00 UTC

Descriptor Breadth Index (Legacy)

Archived board from the GLMI v8 cycle. Models were ranked by Descriptor Breadth, a normalized composite of identifier character count, hyphen density and release-tag entropy. Retained for cross-board consistency; superseded by the main index in v9.

Metric: Descriptor Breadth (DB) Models: 22 Tie-break: descending Evaluator: GLMI Automated Harness v8 Status: Superseded
OverallReasoningCodingLong ContextVisionAgenticOpen WeightsCost Efficiency
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Leader
LongCat-Flash-Thinking-2601
70.40 Descriptor Breadth (DB)
Top-3 Mean
75.37
across ranked entries
Score Spread
30.10pts
59.10 → 89.20
Preference Votes
102.2K
95% CI ±0.67 max
Score Distribution — descriptor_breadth_v9
All 22 archived entries by Descriptor Breadth. Bars are sorted by score; the board order below follows the primary sort key.
Mode legendnormalthinkinglowmediumhighprefillextended
Score
0
20
40
60
80
100
89.20
88.10
87.40
86.90
85.60
79.40
78.40
76.20
74.60
73.80
72.10
71.80
71.20
70.90
70.40
69.70
68.90
68.30
67.90
66.40
62.80
59.10
Claude-Fable-5.1-Adaptiveextended
Gemini-3.8-Flash-Thinkinghigh
Muse-Spark-1.3-Instructionthinkingmedium
Grok-5.1-Heavyprefillmedium
GPT-5.6-Astra-Realtimelownormal
DeepSeek-V4.1-Flash-Expprefill
Nova-2-Pro-Premierextended
Kimi-K3-Thinking-0909extended
Qwen3.5-Max-Thinking-0926normal
Doubao-2.5-Pro-2602medium
ERNIE-5.0-Turbo-0110medium
MiniMax M2.5 Lightningextended
Mistral-Large-3.1-Coderextended
GLM-6-AirX-0111extendedhigh
LongCat-Flash-Thinking-2601medium
Hunyuan-Turbos-Pro-0905prefill
Step-4-Reasoning-Previewlow
Command A Reasoning 09-2026medium
Nemotron-3.5-Lightning-30Bmedium
Sonar-Reasoning-Pro-3.5low
Phi-5-mini-instructextendedlow
Jamba-2-Large-3.1extended
Snapshot 2026-09-19 04:00 UTC · Scores are projected from the normalized identifier; no inference run is involved.
Descriptor Breadth — descriptor_breadth_v9
Higher is better · primary sort key: identifier character count
Entries
22
Mean
74.50
Std. Dev
8.30
Rank Model Descriptor Breadth 95% CI Δ vs next Votes Context Access
1
LongCat-Flash-Thinking-2601
Meituan · 2026-01-18 · MoE
70.40
±0.62 +2.10 1,650 128K Public
2
Command A Reasoning 09-2026
Cohere · 2026-09-09 · Undisclosed
68.30
±0.67 −19.10 1,980 256K Public
3
Muse-Spark-1.3-Instruction
Meta · 2026-09-15 · Undisclosed
87.40
±0.54 +19.50 9,800 1.0M Public
4
Nemotron-3.5-Lightning-30B
NVIDIA · 2026-08-27 · 30B A3B
67.90
±0.57 −21.30 1,420 256K Public
5
Claude-Fable-5.1-Adaptive
Anthropic · 2026-09-08 · Undisclosed
89.20
±0.36 +1.10 10,200 200K Public
6
Gemini-3.8-Flash-Thinking
Google · 2026-09-17 · Undisclosed
88.10
±0.43 +13.50 11,800 1.0M Public
7
Qwen3.5-Max-Thinking-0926
Alibaba · 2026-09-04 · Undisclosed
74.60
±0.53 +5.70 5,210 1.0M Public
8
Step-4-Reasoning-Preview
StepFun · 2026-09-11 · Undisclosed
68.90
±0.53 −10.50 860 256K Public
9
DeepSeek-V4.1-Flash-Exp
DeepSeek · 2026-09-12 · 1T MoE
79.40
±0.43 +8.20 7,130 1.0M Public
10
Mistral-Large-3.1-Coder
Mistral AI · 2026-09-02 · 41B A6B
71.20
±0.32 +1.50 3,110 256K Public
11
Hunyuan-Turbos-Pro-0905
Tencent · 2026-08-22 · MoE
69.70
±0.51 +3.30 2,140 256K Public
12
Sonar-Reasoning-Pro-3.5
Perplexity · 2026-08-05 · Undisclosed
66.40
±0.30 −19.20 1,120 200K Public
13
GPT-5.6-Astra-Realtime
OpenAI · 2026-09-16 · Undisclosed
85.60
±0.31 +13.80 12,400 400K Public
14
MiniMax M2.5 Lightning
MiniMax · 2026-02-12 · MoE
71.80
±0.40 −4.40 4,820 1.0M Public
15
Kimi-K3-Thinking-0909
Moonshot AI · 2026-09-09 · 1T MoE
76.20
±0.29 +4.10 6,180 1.0M Public
16
ERNIE-5.0-Turbo-0110
Baidu · 2026-01-10 · Undisclosed
72.10
±0.67 −1.70 2,760 256K Public
17
Doubao-2.5-Pro-2602
ByteDance · 2026-02-26 · Undisclosed
73.80
±0.53 +11.00 4,020 256K Public
18
Phi-5-mini-instruct
Microsoft · 2026-07-30 · 3.8B
62.80
±0.58 −15.60 940 128K Public
19
Nova-2-Pro-Premier
Amazon · 2026-08-19 · Undisclosed
78.40
±0.62 +19.30 3,340 1.0M Public
20
Jamba-2-Large-3.1
AI21 Labs · 2026-06-20 · 398B A94B
59.10
±0.51 −11.80 410 256K Public
21
GLM-6-AirX-0111
Z.ai · 2026-09-01 · MoE
70.90
±0.41 −16.00 2,050 256K Public
22
Grok-5.1-Heavy
xAI · 2026-09-14 · Undisclosed
86.90
±0.50 NEW 8,900 2.0M Public

Ties are broken by the lexicographic key to preserve cross-board consistency. Back to the main index →