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00:00:00 - Intro to Apple’s research
00:00:27 - GSM Symbolic paper overview
00:01:27 - GSM 8-K benchmark explained
00:02:56 - Data contamination discussion
00:04:11 - New GSM Symbolic benchmark
00:05:57 - Model performance discrepancies
00:07:53 - Name/number change impacts
00:09:42 - Difficulty variant introduction
00:11:03 - GSM No-Op variant analysis
00:13:53 - Performance drop analysis
00:15:09 - Scaling limitations
00:17:49 - AI deployment implications
00:19:28 - Formal reasoning evidence
00:21:55 - Similar research mention
00:23:37 - Potential solutions
00:25:02 - Conclusion and viewer prompt
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