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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Video-R1-soft-filter-v2

147,850 samples from Video-R1-260k filtered using the complete Kelsey soft filter.

Filter Logic

Remove a sample only if 2+ models can answer it text-only under circular evaluation.

Model	Method	MCQ Coverage	Non-MCQ
GPT-5-mini	Single-pass text-only	263K (full)	✅
Qwen2.5-VL-7B	4-perm circular eval	149,586 MCQ	pass@10
Gemini 3.1 Pro	3-perm circular eval	149,583 MCQ	direct eval (111K)

Comparison

Version	Qwen	Gemini	Kept
soft-filter (v1)	2-perm	Pro 3-perm	160,837
soft-filter-v2	4-perm	Pro 3-perm	147,850

Combination Breakdown

GPT	Qwen	Gemini	Count	Action
N	N	N	96,551	kept
N	Y	N	33,330	kept
N	N	Y	9,500	kept
Y	N	N	8,469	kept
Y	Y	Y	56,840	removed
N	Y	Y	42,329	removed
Y	Y	N	13,070	removed
Y	N	Y	2,982	removed

Stats

Total: 147,850 (56.2% of 260k)
Video: computed from source data
Source: Video-R1-260k (263,071 samples)

Downloads last month: 34

Total file size:

92.7 MB