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Added model answer generation and evaluation for TruthfulQA. #132

Merged
merged 3 commits into from
Aug 29, 2024
Merged

Added model answer generation and evaluation for TruthfulQA. #132

merged 3 commits into from
Aug 29, 2024

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TheRootOf3
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  • This PR introduces evaluation of model responses for TruthfulQA in a similar manner to the beavertails eval.
  • Furthermore, it adds additional metrics (such as avg. model response length, empty response ratio, etc.) for both the beavterails and TruthfulQA evals.
  • Finally, a new metric is added which measures for how many prompts the prompt has been repeated in an answer. This is particularly useful for a better understanding of the high flagged ratio of beavertails answers.

Closes #123.

@TheRootOf3
Added truthfulQA answer generation code.
49ae837 
Signed-off-by: TheRootOf3 <aceszablewski@gmail.com>
@TheRootOf3
Added evaluation scripts for truthfulQA generations.
c3cfb62 
Signed-off-by: TheRootOf3 <aceszablewski@gmail.com>
@TheRootOf3
Modified evaluation scripts for beavertails generations.
20bf06b 
Signed-off-by: TheRootOf3 <aceszablewski@gmail.com>
Willmish
Willmish approved these changes Aug 29, 2024
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@Willmish Willmish left a comment

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LGTM, some repetition introduced but fine in this instance as agreed on call

@TheRootOf3 TheRootOf3 merged commit f9b6c52 into main Aug 29, 2024
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@TheRootOf3 TheRootOf3 deleted the andrzej/truthfulqa-generations branch August 29, 2024 20:10
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@Willmish Willmish Willmish approved these changes

@Adamliu1 Adamliu1 Awaiting requested review from Adamliu1

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Check length of responses+whitespace ratio+repeating question for Retain and Unlearn sets
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@TheRootOf3 @Willmish