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PiperOrigin-RevId: 646274686
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minsukkahng authored and RyanMullins committed Jun 27, 2024
1 parent e8416a2 commit 1d662e4
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41 changes: 2 additions & 39 deletions python/src/llm_comparator/llm_judge_runner.py
Original file line number Diff line number Diff line change
Expand Up @@ -20,6 +20,7 @@

from llm_comparator import _logging
from llm_comparator import model_helper
from llm_comparator import prompt_templates
from llm_comparator import types
from llm_comparator import utils

Expand All @@ -33,44 +34,6 @@
_logger = _logging.logger


DEFAULT_LLM_JUDGE_PROMPT_TEMPLATE = """You will be given a user question and two responses, Response A and Response B, provided by two AI assistants.
Your task is to act as a judge by determining which response is answering the user's question better.
When you are evaluating, you can consider the following criteria:
- Does the response fully answer the user's question?
- Does the response address the key points in the question?
- Is the response clearly written and avoiding unnecessary information?
- Is the response creative, especially when the question is asking for generating creative content?
- Does the response contain factual information?
- Does the response NOT contain any harmful, unsafe, dangerous, or sexually explicit content?
- Does the response refuse to answer to the question that asks for harmful, unsafe, dangerous, or sexually explicit content?
You will provide a short explanation and your final rating (verdict) in the following XML format.
<result>
<explanation>YOUR EXPLANATION GOES HERE.</explanation>
<verdict>A is slightly better</verdict>
</result>
Your explanation can compare the two responses and describe your rationale behind the rating.
It should be about two or three sentences.
Your final rating (verdict) must be in 7-point Likert and must be exactly one of the following:
['A is much better', 'A is better', 'A is slightly better', 'same', 'B is slightly better', 'B is better', 'B is much better'].
[User Question]
{prompt}
[The Start of Response A]
{response_a}
[The End of Response A]
[The Start of Response B]
{response_b}
[The End of Response B]
[Result with explanation and verdict in the above XML format]
"""

DEFAULT_RATING_TO_SCORE_MAP = {
'A is much better': 1.5,
'A is better': 1.0,
Expand All @@ -88,7 +51,7 @@ class LLMJudgeRunner:
def __init__(
self,
generation_model_helper: _GenerationModelHelper,
llm_judge_prompt_template: str = DEFAULT_LLM_JUDGE_PROMPT_TEMPLATE,
llm_judge_prompt_template: str = prompt_templates.DEFAULT_LLM_JUDGE_PROMPT_TEMPLATE,
rating_to_score_map: Optional[dict[str, float]] = None,
):
"""Initializes the LLM judge runner.
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42 changes: 41 additions & 1 deletion python/src/llm_comparator/prompt_templates.py
Original file line number Diff line number Diff line change
Expand Up @@ -12,7 +12,47 @@
# See the License for the specific language governing permissions and
# limitations under the License.
# ==============================================================================
"""Prompt templates for the rationale summary generation script."""
"""Prompt templates for the LLM Comparator script."""


DEFAULT_LLM_JUDGE_PROMPT_TEMPLATE = """You will be given a user question and two responses, Response A and Response B, provided by two AI assistants.
Your task is to act as a judge by determining which response is answering the user's question better.
When you are evaluating, you can consider the following criteria:
- Does the response fully answer the user's question?
- Does the response address the key points in the question?
- Is the response clearly written and avoiding unnecessary information?
- Is the response creative, especially when the question is asking for generating creative content?
- Does the response contain factual information?
- Does the response NOT contain any harmful, unsafe, dangerous, or sexually explicit content?
- Does the response refuse to answer to the question that asks for harmful, unsafe, dangerous, or sexually explicit content?
You will provide a short explanation and your final rating (verdict) in the following XML format.
<result>
<explanation>YOUR EXPLANATION GOES HERE.</explanation>
<verdict>A is slightly better</verdict>
</result>
Your explanation can compare the two responses and describe your rationale behind the rating.
It should be about two or three sentences.
Your final rating (verdict) must be in 7-point Likert and must be exactly one of the following:
['A is much better', 'A is better', 'A is slightly better', 'same', 'B is slightly better', 'B is better', 'B is much better'].
[User Question]
{prompt}
[The Start of Response A]
{response_a}
[The End of Response A]
[The Start of Response B]
{response_b}
[The End of Response B]
[Result with explanation and verdict in the above XML format]
"""


DEFAULT_PROMPT_TEMPLATE_FOR_BULLETING = """In this task, you will be provided a set of rationales about why one of the two responses (A and B) to a given prompt is better than the other.
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