Rankings / zai
GLM 4.7 Flash
open weightsreleased 2026-01-19
BenchAtlas Index
as of 2026-09-11
thinking
rank #314
7 families · 4 categories · medium
no reasoning
rank #359
8 families · 5 categories · high
Benchmark evidence
40 results
agentic coding
| τ²-Bench | thinking | 98.8 % | independent | Artificial Analysis |
| τ²-Bench | no reasoning | 91.8 % | independent | Artificial Analysis |
coding
| SciCode | thinking | 33.7 % | independent | Artificial Analysis |
| SciCode | no reasoning | 25.5 % | independent | Artificial Analysis |
external indices
| Intelligence Index v4.1 | thinking | 14.9 points | independent | Artificial Analysis |
| Intelligence Index v4.1 | no reasoning | 10.6 points | independent | Artificial Analysis |
human preference
| Coding (style control)older version arena=text · category=coding · style_control=true | 1425.3 1414.1–1436.5 | community | LMArena Leaderboard Dataset | |
| Industry Software And It Services (style control)older version arena=text · category=industry_software_and_it_services · style_control=true | 1422.9 1413.8–1432.0 | community | LMArena Leaderboard Dataset | |
| Chinese (style control)older version arena=text · category=chinese · style_control=true | 1419.4 1397.7–1441.1 | community | LMArena Leaderboard Dataset | |
| Hard Prompts English (style control)older version arena=text · category=hard_prompts_english · style_control=true | 1399.9 1388.2–1411.5 | community | LMArena Leaderboard Dataset | |
| English (style control)older version arena=text · category=english · style_control=true | 1392.0 1383.3–1400.7 | community | LMArena Leaderboard Dataset | |
| Expert (style control)older version arena=text · category=expert · style_control=true | 1390.2 1370.1–1410.2 | community | LMArena Leaderboard Dataset | |
| Hard Prompts (style control)older version arena=text · category=hard_prompts · style_control=true | 1385.5 1378.0–1392.9 | community | LMArena Leaderboard Dataset | |
| Industry Life And Physical And Social Science (style control)older version arena=text · category=industry_life_and_physical_and_social_science · style_control=true | 1381.7 1367.9–1395.4 | community | LMArena Leaderboard Dataset | |
| Industry Legal And Government (style control)older version arena=text · category=industry_legal_and_government · style_control=true | 1379.3 1359.3–1399.3 | community | LMArena Leaderboard Dataset | |
| Longer Query (style control)older version arena=text · category=longer_query · style_control=true | 1372.2 1361.8–1382.7 | 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 | 1370.7 1358.1–1383.2 | community | LMArena Leaderboard Dataset | |
| Industry Medicine And Healthcare (style control)older version arena=text · category=industry_medicine_and_healthcare · style_control=true | 1368.0 1346.9–1389.0 | community | LMArena Leaderboard Dataset | |
| Math (style control)older version arena=text · category=math · style_control=true | 1366.5 1345.1–1387.8 | community | LMArena Leaderboard Dataset | |
| Overall (style control) arena=text · category=overall · style_control=true | 1366.4 1360.6–1372.3 | community | LMArena Leaderboard Dataset | |
| Multi Turn (style control)older version arena=text · category=multi_turn · style_control=true | 1361.9 1348.9–1374.9 | community | LMArena Leaderboard Dataset | |
| Instruction Following (style control)older version arena=text · category=instruction_following · style_control=true | 1348.7 1338.3–1359.1 | community | LMArena Leaderboard Dataset | |
| Russian (style control)older version arena=text · category=russian · style_control=true | 1347.8 1333.5–1362.0 | community | LMArena Leaderboard Dataset | |
| Non English (style control)older version arena=text · category=non_english · style_control=true | 1343.5 1336.2–1350.8 | 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 | 1332.4 1320.6–1344.2 | community | LMArena Leaderboard Dataset | |
| Exclude Ties (style control)older version arena=text · category=exclude_ties · style_control=true | 1329.6 1320.9–1338.2 | 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 | 1319.5 1306.3–1332.6 | community | LMArena Leaderboard Dataset | |
| Creative Writing (style control)older version arena=text · category=creative_writing · style_control=true | 1305.8 1291.7–1319.9 | community | LMArena Leaderboard Dataset |
knowledge science
| GPQA Diamond | 60.5 % | independent | Epoch AI Benchmarking Hub 2026-08-30 | |
| GPQA Diamond implementation=artificial-analysis | thinking | 58.1 % | independent | Artificial Analysis |
| GPQA Diamond implementation=artificial-analysis | no reasoning | 45.2 % | independent | Artificial Analysis |
| GPQA Diamond | no reasoning | 45.1 % | independent | Epoch AI Benchmarking Hub 2026-08-30 |
| Humanity's Last Exam implementation=artificial-analysis | thinking | 7.6 % | independent | Artificial Analysis |
| Humanity's Last Exam implementation=artificial-analysis | no reasoning | 5.0 % | independent | Artificial Analysis |
long context instruction
| AA-LCR | thinking | 41.7 % | independent | Artificial Analysis |
| AA-LCR | no reasoning | 20.3 % | independent | Artificial Analysis |
| IFBench | thinking | 60.8 % | independent | Artificial Analysis |
| IFBench | no reasoning | 46.3 % | independent | Artificial Analysis |
reasoning math
| OTIS Mock AIME 2024–2025 | 58.3 % | independent | Epoch AI Benchmarking Hub 2026-08-30 | |
| OTIS Mock AIME 2024–2025 | no reasoning | 25.0 % | independent | Epoch AI Benchmarking Hub 2026-08-28 |
Agent + model results
systems, not bare-model scores
| agent + model Artificial Analysis harness + GLM 4.7 Flash | Terminal-Bench Hard | 22.0 % | independent | Artificial Analysis |
| agent + model Artificial Analysis harness + GLM 4.7 Flash | Terminal-Bench Hard | 3.8 % | independent | Artificial Analysis |
These scores measure the whole agent system (scaffold, tools, budgets) — they are never merged into the bare model’s numbers.
