chore: import upstream snapshot with attribution
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@@ -0,0 +1,68 @@
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# eval-bert-score (BERTScore Evaluation)
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Use BERTScore to measure semantic similarity between LLM outputs and reference text.
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```bash
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npx promptfoo@latest init --example eval-bert-score
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cd eval-bert-score
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```
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## Setup
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```bash
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pip install -r requirements.txt
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```
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Note: First run will download the BERT model (~1.4GB).
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## Usage
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### Basic Example
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```yaml
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# promptfooconfig.yaml
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tests:
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- vars:
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text: 'Hello world'
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reference: 'Hi there'
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assert:
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- type: python
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value: file://bertscore_check.py
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threshold: 0.7 # Pass if similarity > 70%
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```
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Run: `promptfoo eval`
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### Advanced Example
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Compare against multiple valid references:
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```yaml
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# promptfooconfig-advanced.yaml
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assert:
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- type: python
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value: |
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from bert_score import score
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references = [
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"First valid answer",
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"Second valid answer",
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"Third valid answer"
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]
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scores = []
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for ref in references:
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_, _, F1 = score([output], [ref], lang='en', verbose=False)
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scores.append(F1.item())
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return max(scores) # Use best match
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```
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Run: `promptfoo eval -c promptfooconfig-advanced.yaml`
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## How It Works
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BERTScore returns a similarity score from 0 to 1:
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- 0.9+ = Nearly identical meaning
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- 0.7-0.9 = Similar meaning
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- <0.7 = Different meaning
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[Learn more](https://arxiv.org/abs/1904.09675)
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@@ -0,0 +1,26 @@
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"""
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BERTScore - measure semantic similarity between generated and reference text.
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"""
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import logging
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from bert_score import score
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logger = logging.getLogger(__name__)
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def get_assert(output, context):
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"""
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Returns BERTScore F1 as a number (0-1).
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Promptfoo will compare against threshold automatically.
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"""
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reference = context.get("vars", {}).get("reference", "")
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if not reference:
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return 0
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try:
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_, _, F1 = score([output], [reference], lang="en", verbose=False)
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return F1.item()
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except Exception:
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logger.debug("BERTScore calculation failed", exc_info=True)
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return 0
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@@ -0,0 +1,32 @@
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# yaml-language-server: $schema=https://promptfoo.dev/config-schema.json
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description: Advanced BERTScore with multiple references
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prompts:
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- 'Explain: {{topic}}'
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providers:
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- openai:gpt-4.1-nano
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tests:
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- vars:
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topic: 'gradient descent'
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reference: 'An optimization algorithm that adjusts parameters to minimize error'
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assert:
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- type: python
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value: |
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# Compare against multiple valid answers
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from bert_score import score
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references = [
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context['vars']['reference'],
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"A method for finding the minimum of a function by moving in the direction of steepest descent",
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"Like rolling a ball down a hill to find the lowest point"
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]
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# Get best score across all references
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scores = []
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for ref in references:
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_, _, F1 = score([output], [ref], lang='en', verbose=False)
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scores.append(F1.item())
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return max(scores)
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@@ -0,0 +1,25 @@
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# yaml-language-server: $schema=https://promptfoo.dev/config-schema.json
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description: BERTScore semantic similarity evaluation
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prompts:
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- 'Paraphrase: {{text}}'
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providers:
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- openai:gpt-4.1-nano
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tests:
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- vars:
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text: 'The quick brown fox jumps over the lazy dog'
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reference: 'A fast brown fox leaps over a sleepy dog'
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assert:
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- type: python
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value: file://bertscore_check.py
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threshold: 0.75
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- vars:
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text: 'Hello, how are you?'
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reference: "Hi, how's it going?"
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assert:
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- type: python
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value: file://bertscore_check.py
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threshold: 0.7
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@@ -0,0 +1,3 @@
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bert-score>=0.3.13
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torch>=1.0.0
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transformers>=4.0.0
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