AI & ML interests

Planetary causal inference // Text-based AI systems // Adversarial dynamics

Recent Activity

cjerzak  updated a dataset 8 days ago
JerzakLabs/LLMDebiasingBenchmark
cjerzak  published a dataset 10 days ago
JerzakLabs/LLMDebiasingBenchmark
cjerzak  updated a collection 15 days ago
Text-based AI Systems
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cjerzak 
posted an update 3 days ago
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Dropped a dataset on here for linking org data: half a billion records scraped from LinkedIn networks. Positive/negative matches, bipartite graphs, Markov clusters – all the goods to train models that actually work on fuzzy company names.

NegMatches, PosMatches, holdouts for eval.

Check it out: cjerzak/LinkOrgs
cjerzak 
posted an update 3 months ago
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Scaling laws for multi‐scale dynamics: stacking resolutions uncovers hidden structure and drives predictable performance gains. Multi‐scale works because it blends coarse and fine contexts into a unified representation.

Dive into the math and experiments here: https://planetarycausalinference.org/scaling-laws-for-multi-scale/