The benchmark problem nobody talks about: if you sell evaluation data to the same labs you're supposed to be measuring, they'll optimize for your metrics instead of real progress. Campbell Brown is describing the structural conflict built into AI evaluation right now. Labs need good datasets to improve their models. But if the entity providing those datasets also sets the benchmarks, you've created an incentive to teach to the test — labs optimize for the score, not actual capability. The soluti
0:59
TikTokkantrowitz
The benchmark problem nobody talks about: if you sell evaluation data to the same labs you're supposed to be measuring, they'll optimize for your metrics instead of real
Alex Kantrowitz(@kantrowitz). original sound - Alex Kantrowitz. The benchmark problem nobody talks about: if you sell evaluation data to the same labs you're supposed to be measuring, they'll optimize for your metrics instead of real progress. Campbell Brown is describing the structural conflict built into AI evaluation right now. Labs need ...
178 views2 days ago
Related Products
2X2 Matrix for Benchmarking
Efficiency Matrix for Benchmarking Improvement
Competitor Benchmarking Matrix
#matrix
Types of Matrices Explained in One Video | Row, Column, Square, Identity & More #maths
Types of Matrices Explained in One Video | Row, Column, Square, Identity & More #maths
YouTube1 month ago
Matrix 1999🔥Neo 1, Agent Smith 0!👊 Agent Smith calculated wrong!💪 #shorts #edit #film
Matrix 1999🔥Neo 1, Agent Smith 0!👊 Agent Smith calculated wrong!💪 #shorts #edit #film
YouTube4 weeks ago
Top videos
The truth about: Is benchmarking models bullshit? 👇 #lovablepartner #shorts
0:21
The truth about: Is benchmarking models bullshit? 👇 #lovablepartner #shorts
YouTubeLovableHighlights26
1 day ago
#localgovernment #revenuesandbenefits #benchmarking | Liberata
0:07
#localgovernment #revenuesandbenefits #benchmarking | Liberata
linkedin.comLiberata
2 days ago
The Metric Can Change the AI Benchmark Winner
0:54
The Metric Can Change the AI Benchmark Winner
YouTubeFuture Signal Lab
20 hours ago
Matrix Best Scenes
🔴 LIVE: The Matrix Trilogy | A Mind Melting Compilation Stream | ClipZone: High Octane Hits
🔴 LIVE: The Matrix Trilogy | A Mind Melting Compilation Stream | ClipZone: High Octane Hits
YouTubeClipZone: Heroes & Villains
162.8K views1 month ago
The Matrix Revolutions (2003) 4K - Neo Kills Agent Smith —All of Him (8/8) | Movieclips
6:15
The Matrix Revolutions (2003) 4K - Neo Kills Agent Smith —All of Him (8/8) | Movieclips
YouTubeMovieclips
33K views1 month ago
The Matrix Revolutions (2003) 4K - EPIC FIGHT: Neo vs. Agent Smith (7/8) | Movieclips
5:13
The Matrix Revolutions (2003) 4K - EPIC FIGHT: Neo vs. Agent Smith (7/8) | Movieclips
YouTubeMovieclips
25.4K views1 month ago
The truth about: Is benchmarking models bullshit? 👇 #lovablepartner #shorts
0:21
The truth about: Is benchmarking models bullshit? 👇 #lovablepartner #shorts
1 day ago
YouTubeLovableHighlights26
#localgovernment #revenuesandbenefits #benchmarking | Liberata
0:07
#localgovernment #revenuesandbenefits #benchmarking | Liberata
2 days ago
linkedin.comLiberata
The Metric Can Change the AI Benchmark Winner
0:54
The Metric Can Change the AI Benchmark Winner
20 hours ago
YouTubeFuture Signal Lab
CPU-Z Gets Overhauled: Modern UI, Improved Benchmarks & Validation V3
0:11
CPU-Z Gets Overhauled: Modern UI, Improved Benchmarks & Validation V3
4 days ago
YouTubeSilent Broadcast
Thomson Reuters Builds Its Own Legal AI Model, Benchmarking…
0:53
Thomson Reuters Builds Its Own Legal AI Model, Benchmarking…
6 views5 days ago
YouTubeJerome W. Dewald
"Be curious about data." That's Marialena Savvopoulou's advice for anyone wanting to break into Total Rewards as a career. Everything in Rewards revolves around data – benchmarking, budgeting… | Ravio
1:24
"Be curious about data." That's Marialena Savvopoulou's advice for anyone wanting to break into Total Rewards as a career. Everything in Rewards revolves around data – benchmarking, budgeting… | Ravio
3 days ago
linkedin.comRavio
How Engineers Diagnose AI Model Failures #AIAgents #TechInsights #short
0:28
How Engineers Diagnose AI Model Failures #AIAgents #TechInsights #short
279 views1 day ago
YouTubeFramearo
0:31
The Claude Setup You Need This Week
2 days ago
YouTubeSolo AI Stack
0:57
Why a Local Benefits Broker Matters
98 views4 days ago
YouTubeSilberman Group
See more
Static thumbnail place holder