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wehub-resource-sync
2026-07-13 13:24:08 +08:00
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# eval-bert-score (BERTScore Evaluation)
Use BERTScore to measure semantic similarity between LLM outputs and reference text.
```bash
npx promptfoo@latest init --example eval-bert-score
cd eval-bert-score
```
## Setup
```bash
pip install -r requirements.txt
```
Note: First run will download the BERT model (~1.4GB).
## Usage
### Basic Example
```yaml
# promptfooconfig.yaml
tests:
- vars:
text: 'Hello world'
reference: 'Hi there'
assert:
- type: python
value: file://bertscore_check.py
threshold: 0.7 # Pass if similarity > 70%
```
Run: `promptfoo eval`
### Advanced Example
Compare against multiple valid references:
```yaml
# promptfooconfig-advanced.yaml
assert:
- type: python
value: |
from bert_score import score
references = [
"First valid answer",
"Second valid answer",
"Third valid answer"
]
scores = []
for ref in references:
_, _, F1 = score([output], [ref], lang='en', verbose=False)
scores.append(F1.item())
return max(scores) # Use best match
```
Run: `promptfoo eval -c promptfooconfig-advanced.yaml`
## How It Works
BERTScore returns a similarity score from 0 to 1:
- 0.9+ = Nearly identical meaning
- 0.7-0.9 = Similar meaning
- <0.7 = Different meaning
[Learn more](https://arxiv.org/abs/1904.09675)
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"""
BERTScore - measure semantic similarity between generated and reference text.
"""
import logging
from bert_score import score
logger = logging.getLogger(__name__)
def get_assert(output, context):
"""
Returns BERTScore F1 as a number (0-1).
Promptfoo will compare against threshold automatically.
"""
reference = context.get("vars", {}).get("reference", "")
if not reference:
return 0
try:
_, _, F1 = score([output], [reference], lang="en", verbose=False)
return F1.item()
except Exception:
logger.debug("BERTScore calculation failed", exc_info=True)
return 0
@@ -0,0 +1,32 @@
# yaml-language-server: $schema=https://promptfoo.dev/config-schema.json
description: Advanced BERTScore with multiple references
prompts:
- 'Explain: {{topic}}'
providers:
- openai:gpt-4.1-nano
tests:
- vars:
topic: 'gradient descent'
reference: 'An optimization algorithm that adjusts parameters to minimize error'
assert:
- type: python
value: |
# Compare against multiple valid answers
from bert_score import score
references = [
context['vars']['reference'],
"A method for finding the minimum of a function by moving in the direction of steepest descent",
"Like rolling a ball down a hill to find the lowest point"
]
# Get best score across all references
scores = []
for ref in references:
_, _, F1 = score([output], [ref], lang='en', verbose=False)
scores.append(F1.item())
return max(scores)
@@ -0,0 +1,25 @@
# yaml-language-server: $schema=https://promptfoo.dev/config-schema.json
description: BERTScore semantic similarity evaluation
prompts:
- 'Paraphrase: {{text}}'
providers:
- openai:gpt-4.1-nano
tests:
- vars:
text: 'The quick brown fox jumps over the lazy dog'
reference: 'A fast brown fox leaps over a sleepy dog'
assert:
- type: python
value: file://bertscore_check.py
threshold: 0.75
- vars:
text: 'Hello, how are you?'
reference: "Hi, how's it going?"
assert:
- type: python
value: file://bertscore_check.py
threshold: 0.7
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bert-score>=0.3.13
torch>=1.0.0
transformers>=4.0.0