---
license: mit
language:
- zh
- en
pipeline_tag: text-generation
library_name: transformers
---

# GLM-4-32B-Base-0414

## Introduction

Based on our latest technological advancements, we have trained a `GLM-4-0414` series model. During pretraining, we incorporated more code-related and reasoning-related data. In the alignment phase, we optimized the model specifically for agent capabilities. As a result, the model's performance in agent tasks such as tool use, web search, and coding has been significantly improved.

![Image](https://github.com/user-attachments/assets/e66757a4-d8e8-4ab4-bef1-21116e618f67)

| Models           | IFEval  | SWE-Bench        | BFCL-v3 (Overall) | BFCL-v3 (MultiTurn) | TAU-Bench (Retail) | TAU-Bench (Airline) | SimpleQA | HotpotQA |
|------------------|---------|------------------|-------------------|---------------------|--------------------|---------------------|----------|----------|
| Qwen2.5-Max      | 85.6    | 24.4             | 50.9              | 30.5                | 58.3               | 22.0                | 79.0     | 52.8     |
| GPT-4o-1120      | 81.9    | 38.8             | 69.6              | 41.0                | 62.8               | 46.0                | 82.8     | 63.9     |
| DeepSeek-V3-0324 | 83.4    | 38.8（oh）         | 66.2              | 35.8                | 60.7               | 32.4                | 82.6     | 54.6     |
| DeepSeek-R1      | 84.3    | 34（oh）/ 49.2（al） | 57.5              | 12.4                | 33.0               | 37.3                | 83.9     | 63.1     |
| GLM-4-32B-0414   | 86.5    |                  | 69.6              | 41.5                | 68.7               | 51.2                | 88.1     | 63.8     |


## Inference Code

Make Sure Using `transforemrs>=4.51.3`.

This model is a base model. If you need a chat model, please use the [GLM-4-32B-0414](https://huggingface.co/THUDM/GLM-4-32B-Chat-0414) chat model.