Rankings / Z.ai
GLM 4 6v
open weightsreleased 2025-12-08
BenchAtlas Index
as of 2026-09-11
thinking
rank #344
9 families · 5 categories · high
no reasoning
rank #404
9 families · 5 categories · high
Benchmark evidence
35 results
agentic coding
| τ²-Bench | thinking | 31.6 % | independent | Artificial Analysis |
| τ²-Bench | no reasoning | 30.7 % | independent | Artificial Analysis |
coding
| LiveCodeBench v6 implementation=artificial-analysis | no reasoning | 41.1 % | independent | Artificial Analysis |
| LiveCodeBench v6 implementation=artificial-analysis | thinking | 16.0 % | independent | Artificial Analysis |
| SciCode | thinking | 30.4 % | independent | Artificial Analysis |
| SciCode | no reasoning | 27.2 % | independent | Artificial Analysis |
external indices
| Intelligence Index v4.1 | thinking | 11.2 points | independent | Artificial Analysis |
| Intelligence Index v4.1 | no reasoning | 8.4 points | independent | Artificial Analysis |
| AA Math Index | thinking | 85.3 points | independent | Artificial Analysis |
| AA Math Index | no reasoning | 26.3 points | independent | Artificial Analysis |
human preference
| Coding (style control)older version arena=text · category=coding · style_control=true | 1416.4 1391.2–1441.7 | community | LMArena Leaderboard Dataset | |
| Hard Prompts English (style control)older version arena=text · category=hard_prompts_english · style_control=true | 1408.0 1384.6–1431.4 | community | LMArena Leaderboard Dataset | |
| Industry Software And It Services (style control)older version arena=text · category=industry_software_and_it_services · style_control=true | 1404.6 1385.2–1424.0 | community | LMArena Leaderboard Dataset | |
| English (style control)older version arena=text · category=english · style_control=true | 1395.8 1378.6–1413.0 | community | LMArena Leaderboard Dataset | |
| Hard Prompts (style control)older version arena=text · category=hard_prompts · style_control=true | 1383.3 1368.0–1398.5 | community | LMArena Leaderboard Dataset | |
| Longer Query (style control)older version arena=text · category=longer_query · style_control=true | 1379.1 1356.1–1402.2 | community | LMArena Leaderboard Dataset | |
| Overall (style control) arena=text · category=overall · style_control=true | 1378.4 1367.1–1389.8 | community | LMArena Leaderboard Dataset | |
| Instruction Following (style control)older version arena=text · category=instruction_following · style_control=true | 1370.1 1348.3–1392.0 | community | LMArena Leaderboard Dataset | |
| Industry Business And Management And Financial Operations (style control)older version arena=text · category=industry_business_and_management_and_financial_operations · style_control=true | 1367.8 1342.4–1393.3 | community | LMArena Leaderboard Dataset | |
| Non English (style control)older version arena=text · category=non_english · style_control=true | 1360.9 1346.5–1375.3 | community | LMArena Leaderboard Dataset | |
| Industry Writing And Literature And Language (style control)older version arena=text · category=industry_writing_and_literature_and_language · style_control=true | 1356.6 1332.8–1380.4 | community | LMArena Leaderboard Dataset | |
| Industry Entertainment And Sports And Media (style control)older version arena=text · category=industry_entertainment_and_sports_and_media · style_control=true | 1353.2 1326.8–1379.6 | community | LMArena Leaderboard Dataset | |
| Exclude Ties (style control)older version arena=text · category=exclude_ties · style_control=true | 1352.2 1336.1–1368.3 | community | LMArena Leaderboard Dataset |
knowledge science
| GPQA Diamond implementation=artificial-analysis | thinking | 71.9 % | independent | Artificial Analysis |
| GPQA Diamond implementation=artificial-analysis | no reasoning | 56.6 % | independent | Artificial Analysis |
| Humanity's Last Exam implementation=artificial-analysis | thinking | 9.6 % | independent | Artificial Analysis |
| Humanity's Last Exam implementation=artificial-analysis | no reasoning | 3.7 % | independent | Artificial Analysis |
| MMLU-Pro implementation=artificial-analysis | thinking | 79.9 % | independent | Artificial Analysis |
| MMLU-Pro implementation=artificial-analysis | no reasoning | 75.2 % | independent | Artificial Analysis |
long context instruction
| AA-LCR | thinking | 48.7 % | independent | Artificial Analysis |
| AA-LCR | no reasoning | 17.0 % | independent | Artificial Analysis |
| IFBench | thinking | 30.1 % | independent | Artificial Analysis |
| IFBench | no reasoning | 27.9 % | independent | Artificial Analysis |
reasoning math
| AIME year=2025 · implementation=artificial-analysis | thinking | 85.3 % | independent | Artificial Analysis |
| AIME year=2025 · implementation=artificial-analysis | no reasoning | 26.3 % | independent | Artificial Analysis |
Agent + model results
systems, not bare-model scores
| agent + model Artificial Analysis harness + GLM 4 6v | Terminal-Bench Hard | 14.4 % | independent | Artificial Analysis |
| agent + model Artificial Analysis harness + GLM 4 6v | Terminal-Bench Hard | 3.0 % | independent | Artificial Analysis |
These scores measure the whole agent system (scaffold, tools, budgets) — they are never merged into the bare model’s numbers.