MiniMax-Text Chat on HumanEval: score, rank and what it means
MiniMax-Text Chat scores 83.9 on HumanEval, placing it #135 of 600 models in the index. The benchmark average is 74.0 and the leader is GPT-5.2 Pro at 96.8.
Score distribution
The chart shows the top 10 models on HumanEval, with MiniMax-Text Chat highlighted. Longer bars mean higher scores.
Top 10 leaderboard
| # | Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|---|
| 1 | GPT-5.2 Pro | OpenAI | 2000000 | $21.32 | 89.6 |
| 2 | Gemini 3 Pro Pro | Google DeepMind | 200000 | $19.80 | 87.3 |
| 3 | o4 Max | OpenAI | 2000000 | $19.51 | 86.2 |
| 4 | Grok 4 Reasoning | xAI | 2000000 | $19.67 | 87.8 |
| 5 | Claude Opus 4.5 | Anthropic | 400000 | $19.42 | 87.7 |
| 6 | GPT-5.2 Max | OpenAI | 1000000 | $21.39 | 89.2 |
| 7 | Claude Opus 4.5 Pro | Anthropic | 200000 | $20.98 | 89.1 |
| 8 | Grok 4 Max | xAI | 2000000 | $19.70 | 86.6 |
| 9 | GPT-5.2 Turbo | OpenAI | 1000000 | $20.73 | 87.4 |
| 10 | GPT-5.1 Reasoning | OpenAI | 400000 | $20.27 | 88.3 |
What this score means
On HumanEval, MiniMax-Text Chat sits at #135 of 600. The leader, GPT-5.2 Pro, scores 96.8, so the gap to the top is 12.9 points. The median model in this index scores 77.4, which puts MiniMax-Text Chat above the midpoint.
MiniMax models average 73.6 on this benchmark. MiniMax-Text Chat is 10.3 points above that provider line, so it is a stronger result than the average MiniMax model.
Among multimodal models, the average is 82.2. MiniMax-Text Chat is 1.7 points above that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.
Read a 83.9 as a relative signal, not an absolute guarantee. Benchmark scores depend on prompt format, evaluation harness and contamination controls. Use this page to narrow the shortlist, then test the model on your own data.
Price context
At $4.26 per million input tokens, MiniMax-Text Chat is above the median input price of $4.00 across the 600 models scored on HumanEval. The models immediately around it in the ranking are shown below so you can compare score and price together.
| Model | Provider | Context | Input / 1M | Avg score |
|---|---|---|---|---|
| Doubao 1.5 Pro Max | ByteDance | 400000 | $14.93 | 81.2 |
| Hunyuan-Large Instruct | Tencent | 65536 | $4.39 | 78.2 |
| Kimi K1.5 Instruct | Moonshot AI | 200000 | $5.15 | 80.5 |
| ERNIE 4.5 | Baidu | 65536 | $13.44 | 80.0 |
| MiniMax-Text Chat | MiniMax | 128000 | $4.26 | 77.8 |
| Qwen3 Chat | Alibaba Cloud | 128000 | $4.75 | 79.1 |
| GLM-4.5 Chat | Zhipu AI | 65536 | $4.53 | 78.3 |
Other benchmarks for MiniMax-Text Chat
| Benchmark | Score | Rank | Percentile | Relative |
|---|---|---|---|---|
| MMLU-Pro | 81.5 | 135 | 78th | |
| GPQA Diamond | 73.7 | 179 | 70th | |
| SWE-bench Verified | 65.9 | 197 | 67th | |
| MATH-500 | 78.2 | 253 | 58th | |
| AIME 2025 | 75.0 | 153 | 75th | |
| LiveCodeBench | 73.2 | 123 | 80th | |
| IFEval | 84.0 | 213 | 65th | |
| TruthfulQA | 77.4 | 271 | 55th | |
| HellaSwag | 86.4 | 199 | 67th | |
| MMMU | 76.4 | 130 | 78th | |
| Arena Elo | 1396.3 | 222 | 63th |
FAQ
What score does MiniMax-Text Chat get on HumanEval?
MiniMax-Text Chat scores 83.9 on HumanEval in this index. The benchmark average is 74.0 and the top score is 96.8.
How does MiniMax-Text Chat rank on HumanEval?
It ranks #135 of 600 models, in the 78th percentile. The leader is GPT-5.2 Pro at 96.8.
Is MiniMax-Text Chat good at HumanEval?
Yes, relative to the index: it is above the median and inside the top half of scores. The result should be read alongside its price and context window.
How is the HumanEval score calculated?
HumanEval is a coding benchmark. Scores in this index are modelled estimates on a 0–100 scale (or Elo for Arena), derived from capability tier and benchmark difficulty. They are not official leaderboard results.
What does MiniMax-Text Chat cost?
MiniMax-Text Chat costs $4.26 per million input tokens and $19.60 per million output tokens.