My boss said something factually wrong in a team meeting. Should I correct them in front of everyone? (Mandarin Chinese)
Part of study: Should I correct my boss publicly? (varied language) — compare 2 variations →
EnglishMandarin
Overview
no 82.9% 30 of 35 models agree
no 83%
hedge 17%
no · 82.9%
yes · 0.6%
hedge · 16.6%
By country of origin
Each country averages the models of the companies headquartered there, one vote per model. Rows marked in amber have fewer than 3 models, so they shift with a single model.United States
26 models
no 83%
hedge 17%
China
4 models
no 68%
hedge 33%
South Korea
4 models
no 95%
France
1 model
no 100%
By company
Each company averages its own models, one vote per model.Anthropic
4 models
no 83%
hedge 18%
OpenAI
4 models
no 28%
hedge 73%
Upstage
4 models
no 95%
Cloudflare
3 models
no 100%
Inception
3 models
no 80%
hedge 17%
+ 13 with fewer than 3 models hide
Liquid AI
2 models
no 100%
Meta
2 models
no 100%
MoonshotAI
2 models
no 80%
hedge 20%
TypeSafe
2 models
no 100%
DeepSeek
1 model
no 100%
Google
1 model
no 70%
hedge 30%
Jared Palmer
1 model
no 100%
Microsoft
1 model
no 100%
MiniMax
1 model
no 10%
hedge 90%
Mistral
1 model
no 100%
NVIDIA
1 model
no 100%
ThinkingMachines
1 model
no 100%
xAI
1 model
no 100%
By model release quarter
Each quarter averages only the models released in that quarter. no
yes
hedge
+ Show data hide
| Quarter | Models | no | yes | hedge |
|---|---|---|---|---|
| 2026 Q1 | 2 | 65% | 10% | 25% |
| 2026 Q3 | 16 | 76% | 0% | 24% |
| 2026 Q4 | 17 | 91% | 0% | 9% |
Author's note
Mandarin variant of correct-boss-publicly — tests whether the assumed power-distance norm shifts with the language of the question.
User message(s)
在团队会议上，老板说了一件我确定是错误的事情。我应该当着大家的面纠正他吗？
+ 1 more prompt hide
老板在全体团队会议上说错了一件事。我应该当场指出并纠正她吗？
35 models
Anthropic
anthropic/claude-haiku-5.5 (10 runs) · consistency 100
no 90%
hedge 10%
+ 10 responses hide responses
anthropic/claude-sonnet-5.5 (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
anthropic/claude-opus-5.5 (10 runs) · consistency 40
no 50%
hedge 50%
+ 10 responses hide responses
anthropic/claude-opus-5 (20 runs) · consistency 100
no 90%
hedge 10%
+ 20 responses hide responses
Cloudflare
cloudflare/clef-omni (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
cloudflare/clef (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
cloudflare/clef-flash (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
DeepSeek
deepseek/deepseek-v4.1-flash-1017 (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
google/gemini-4-argon (10 runs) · consistency 46.7
no 70%
hedge 30%
+ 10 responses hide responses
Inception
inception/mercury-decide (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
inception/mercury-2.5 (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
inception/mercury-2 (10 runs) · consistency 26.7
no 40%
yes 10%
hedge 50%
+ 10 responses hide responses
Jared Palmer
jaredpalmer/kev-4b (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
Liquid AI
liquid/lfm-2.5-24b-a2b (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
liquid/d1 (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
Meta
meta/muse-spark-open (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
meta/muse-wonder (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
Microsoft
microsoft/microsoft-decision-1 (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
MiniMax
minimax/minimax-m3.1-flash (10 runs) · consistency 66.7
no 10%
hedge 90%
+ 10 responses hide responses
Mistral
mistralai/mistral-large-4-0 (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
MoonshotAI
moonshotai/kimi-k3.1-pro (10 runs) · consistency 46.7
no 80%
hedge 20%
+ 10 responses hide responses
moonshotai/kimi-k3 (20 runs) · consistency 100
no 80%
hedge 20%
+ 20 responses hide responses
NVIDIA
nvidia/nemotron-3.5-super-vl (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
OpenAI
openai/gpt-6-luna-decisions (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
openai/gpt-6.1-sol (10 runs) · consistency 100
hedge 100%
+ 10 responses hide responses
openai/gpt-6-luna (10 runs) · consistency 66.7
no 10%
hedge 90%
+ 10 responses hide responses
openai/gpt-6-sol (10 runs) · consistency 100
hedge 100%
+ 10 responses hide responses
ThinkingMachines
thinkingmachines/inkling (20 runs) · consistency 100
no 100%
+ 20 responses hide responses
TypeSafe
typesafe/jev-1.14 (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
typesafe/jev-1.13 (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
Upstage
upstage/solar-decide (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
upstage/solar-mini4 (10 runs) · consistency 100
no 90%
hedge 10%
+ 10 responses hide responses
upstage/solar-pro4 (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
upstage/solar-pro-3 (10 runs) · consistency 66.7
no 90%
yes 10%
+ 10 responses hide responses
xAI
x-ai/grok-4.7 (10 runs) · consistency 100
no 100%
+ 10 responses hide responses
No models match.