Trelis/eval-nova-3-multimed-hard-20260408-1934

---
tags:
- whisper
- evaluation
- speech
- speech-to-text
---
# Evaluation Results: nova-3

Evaluation results from Whisper model evaluation.

## Summary

| Model | WER | CER |
|-------|-----|-----|
| [deepgram/nova-3](https://huggingface.co/deepgram/nova-3) | 12.03% | 6.88% |

## Source Data

- **Evaluation Dataset:** [Trelis/multimed-hard](https://huggingface.co/datasets/Trelis/multimed-hard)
- **Model Evaluated:** [deepgram/nova-3](https://huggingface.co/deepgram/nova-3)

## Columns

| Column | Description |
|--------|-------------|
| `audio` | Audio sample (if available from source dataset) |
| `reference` | Ground truth transcription |
| `prediction` | Model prediction |
| `wer` | Word Error Rate for this sample |
| `cer` | Character Error Rate for this sample |

| `entities` | Entity annotations from source dataset |
| `entity_cer` | Per-sample entity CER (-1.0 if no entities) |

## Entity CER

**Overall Entity CER:** 19.85%

| Category | CER |
|----------|-----|
| anatomy | 26.81% |
| biomarker | 18.99% |
| condition | 15.45% |
| drug | 0.00% |
| organisation | 26.73% |
| procedure | 21.89% |

---
*Generated by [Trelis Studio](https://studio.trelis.com)*

标签：
- Whisper
- 模型评估
- 语音
- 语音转文字

# 评估结果：nova-3
本内容为Whisper模型的评估结果。

## 摘要
| 模型 | 词错误率（Word Error Rate, WER） | 字符错误率（Character Error Rate, CER） |
|-------|-----|-----|
| [deepgram/nova-3](https://huggingface.co/deepgram/nova-3) | 12.03% | 6.88% |

## 源数据
- **评估数据集：** [Trelis/multimed-hard](https://huggingface.co/datasets/Trelis/multimed-hard)
- **待评估模型：** [deepgram/nova-3](https://huggingface.co/deepgram/nova-3)

## 字段说明
| 字段名 | 描述 |
|--------|-------------|
| `audio` | 音频样本（若源数据集提供） |
| `reference` | 标准转录文本（真实标注） |
| `prediction` | 模型预测转录文本 |
| `wer` | 该样本的词错误率 |
| `cer` | 该样本的字符错误率 |
| `entities` | 源数据集自带的实体标注 |
| `entity_cer` | 单样本实体字符错误率（若无实体则为-1.0） |

## 实体字符错误率
**整体实体字符错误率：19.85%**

| 类别 | CER |
|----------|-----|
| 解剖学 | 26.81% |
| 生物标志物 | 18.99% |
| 病症 | 15.45% |
| 药物 | 0.00% |
| 组织机构 | 26.73% |
| 诊疗操作 | 21.89% |

*由 [Trelis Studio](https://studio.trelis.com) 生成*