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Bachstelze
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PAWS_CoT_explanation

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The JWT signature verification failed. Check the signing key and the algorithm.
Error code:   JWTInvalidSignature
Exception:    InvalidSignatureError
Message:      Signature verification failed
Traceback:    Traceback (most recent call last):
                File "/src/libs/libapi/src/libapi/jwt_token.py", line 286, in validate_jwt
                  decoded = jwt.decode(
                      jwt=token,
                  ...<2 lines>...
                      options=options,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 368, in decode
                  decoded = self.decode_complete(
                      jwt,
                  ...<8 lines>...
                      leeway=leeway,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 265, in decode_complete
                  decoded = self._jws.decode_complete(
                      jwt,
                  ...<3 lines>...
                      detached_payload=detached_payload,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 270, in decode_complete
                  self._verify_signature(
                  ~~~~~~~~~~~~~~~~~~~~~~^
                      signing_input,
                      ^^^^^^^^^^^^^^
                  ...<4 lines>...
                      options=merged_options,
                      ^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 417, in _verify_signature
                  raise InvalidSignatureError("Signature verification failed")
              jwt.exceptions.InvalidSignatureError: Signature verification failed

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Data source: PAWS

Teacher model: unsloth/phi-4-unsloth-bnb-4bit

Data augmentation prompts 

input_message = "Explain briefly the key differences and whether the following two sentences are a paraphrase: `"+row["sentence1"]+"`\nand\n`"+row["sentence2"]+"`"
if row["label"] == 0: # not a paraphrase
    input_message += "Finally conclude in the end that the two sentences are not a parahrase."
else: # the two sentences are paraphrases
    input_message += "Finally conclude in the end that the two sentences are a parahrase."
messages = [
    {"role": "system", "content": "You are a helpful paraphrase detection system."},
    {"role": "user", "content": input_message},
]

Augmention quality

Sometimes the chain-of-thought isn't completly accurate. E.g. phi-4-unsloth-bnb-4bit can't accuratly spot text differences and states a difference for identical text.

Licensing Information

The dataset may be freely used, although acknowledgment of Google LLC ("Google") as the data source would be appreciated. The dataset is provided "AS IS" without any warranty, express or implied. Google disclaims all liability for any damages, direct or indirect, resulting from using the dataset.
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