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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
Links From Todays Video:
https://arxiv.org/pdf/2410.05229
https://arxiv.org/pdf/2402.19450
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