Trelis/eval-whisper-small-multimed-hard-20260408-1933

---
tags:
- whisper
- evaluation
- speech
- speech-to-text
---
# Evaluation Results: whisper-small

Evaluation results from Whisper model evaluation.

## Summary

| Model | WER | CER |
|-------|-----|-----|
| [openai/whisper-small](https://huggingface.co/openai/whisper-small) | 13.31% | 7.49% |

## Source Data

- **Evaluation Dataset:** [Trelis/multimed-hard](https://huggingface.co/datasets/Trelis/multimed-hard)
- **Model Evaluated:** [openai/whisper-small](https://huggingface.co/openai/whisper-small)

## 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:** 22.85%

| Category | CER |
|----------|-----|
| anatomy | 26.38% |
| biomarker | 18.99% |
| condition | 18.37% |
| drug | 7.14% |
| organisation | 32.67% |
| procedure | 33.73% |

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

---
tags:
- Whisper
- 评估
- 语音
- 语音转文字
---
# 评估结果：Whisper-small

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） |
|-------|-----|-----|
| [openai/whisper-small](https://huggingface.co/openai/whisper-small) | 13.31% | 7.49% |

## 源数据

- **评估数据集：** [Trelis/multimed-hard](https://huggingface.co/datasets/Trelis/multimed-hard)
- **本次评估的模型：** [openai/whisper-small](https://huggingface.co/openai/whisper-small)

## 字段说明

| 字段 | 描述 |
|--------|-------------|
| `audio` | 音频样本（若源数据集包含该数据） |
| `reference` | 基准转录文本（真实标注） |
| `prediction` | 模型预测转录结果 |
| `wer` | 单样本词错误率 |
| `cer` | 单样本字符错误率 |
| `entities` | 源数据集自带的实体标注信息 |
| `entity_cer` | 单样本实体字符错误率（无实体时取值为-1.0） |

## 实体字符错误率

**整体实体字符错误率：** 22.85%

| 实体类别 | CER |
|----------|-----|
| 解剖学相关 | 26.38% |
| 生物标志物 | 18.99% |
| 病症 | 18.37% |
| 药物 | 7.14% |
| 组织机构 | 32.67% |
| 诊疗操作 | 33.73% |

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